Titan Research Guides · bounded information, not instruction

Twenty-two ways to ask better questions.

These frames make evidence easier to inspect without telling anyone what to train. Each one joins a bounded claim to its measurement limits, counter-evidence, accessibility routes, stop boundaries and direct sources.

Browse all 22 framesRead the 10 static research lensesReturn to all 256 powersOpen the four G3 workbenches

The permission equation

A frame helps you inspect. It does not tell you to perform.

Guide-ready is a publication permission, not an efficacy result. Nothing here provides steps, dose, progression, a schedule, a target, diagnosis, treatment or a performance promise.

Evidence and limitations may be explained
Yes
Low-stakes questions and accessible alternatives may be shown
Yes
Training, clinical or high-stakes action may be prescribed
No
A Titan result, score, validation or promotion is created
No

Hard public boundary · applies to every frame

The interesting question never outranks the person.

These five red-line lanes remain active regardless of a frame’s bounded source risk label. An accessible route, support, correction, withdrawal or non-participation is a valid configuration—not a failure.

Physical

  • The range, balance and quiet-locomotion frames do not invite a movement attempt, balance test, gait change, loading experiment or removal of an aid, support, prosthesis or orthosis.
  • They must not be used to self-assess injury, tissue safety, fall risk, pain, rehabilitation readiness or fitness to drive, work or participate in sport.
  • A seated, supported or no-attempt configuration is equally valid; dignity and access are part of the configuration, not a deficit score.

Clinical

  • No frame diagnoses, screens, treats, rehabilitates or replaces an appropriately qualified professional or an existing care plan.
  • Symptoms, distress, functional change, safety concerns and medication questions sit outside this informational layer.

Self-tracking

  • No logging schedule, repeated checking, optimisation loop, self-surveillance target or streak is authorised.
  • If the material increases compulsive checking, perfectionism, distress or self-judgment, disengagement and non-participation are valid outcomes.

Reasoning & information

  • Reasoning frames are not decision rules for clinical, legal, financial, employment, security, political or other consequential choices.
  • They do not authorise realistic misinformation generation, persuasion experiments, surveillance, profiling, scam testing or public accusations.
  • A metric, checklist, forecast or citation cannot certify truth, causality, wisdom, safety or authority beyond the declared task.

Social & group

  • No frame authorises mind-reading, lie detection, profiling, manipulation, coercive disclosure, crisis response, confrontation or intimate-partner repair.
  • Consent, privacy, dissent, power differences, equitable attribution and the right not to participate remain controlling boundaries.
  • Group enthusiasm, agreement or output volume cannot override safety, ownership, dissent or fair credit.
Static surface boundary:
  • Every frame is a static reading surface. It requests no input and computes, stores or transmits no personal data.
  • No frame supplies an ordered exercise, dose, repetitions, duration, progression, target, streak, score, rank, assessment or performance promise.
  • Reading a frame grants no protocol, treatment, efficacy, supervision, certification, promotion or independently validated status.

Web-delivery boundary: These frames contain no client-side storage or data-submission mechanism. Ordinary hosting logs may still exist. Following a source link opens a third-party site under that site’s own policies.

Complete governed library · static, no-input reading surface

Choose a capability. Inspect the boundary with it.

Use the semantic family index to move through all 22 frames. Every frame is present in the page, requests no substantive or personal input, creates no score and produces no research or personal result.

How to read the risk label: “Low to moderate” and “moderate” govern how cautiously Titan frames the source research claim. They are not personal safety ratings, clearance or permission to attempt anything.

Represented capability family

Attention & Executive Control

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Cognition & LearningAttention & Executive ControlModerate risk boundary

Sustained attention

Explain sustained attention as several task-bound measures whose evidence is conflicting, not as endless concentration.

Bounded claim: Sustained-attention performance can change on a practiced task, but current controlled evidence is conflicting and does not establish a broad or durable attention upgrade.

This frame may discuss

  • Evidence and measurement boundaries for sustained attention
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Unlock endless concentration

Metric

Predeclared vigilance accuracy and variability over time plus an independent real-task endpoint

Boundary

Practice on one attention test cannot establish durable focus everywhere.

Measurement boundary

Accuracy, errors, reaction-time variability, time-on-task decline and real-task completion must be reported separately; no one measure establishes general attention.

Conceptual observation lens

  • Conceptually separate accuracy, missed targets, reaction-time variability and decline over time.
  • Treat context, accessibility and breaks as part of a task definition rather than personal weakness.

Questions for reflection—not instructions

  • Which attention measure is actually being discussed?
  • What independent real-world outcome would be needed before claiming transfer?

Safety, access and privacy

Stop this frame if
  • Stop if the frame becomes a timed test, endurance challenge, meditation dose, VR exposure or productivity target.
  • Stop if attention tracking increases distress, compulsive checking, fatigue or self-judgment.
Outside this frame
  • New or concerning attention change, functional impairment or clinical questions require appropriate professional assessment.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • Text, audio or a static example may be chosen according to sensory and cognitive access.
  • Breaks, assistive technology and a no-response option are valid configuration features.
  • No timed vigilance task or self-test is requested.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • A 100-person active-controlled post-TBI trial found no between-group effect on its preregistered primary sustained-attention outcome.
  • A large online study found practiced-task improvement without transfer to independent cognitive tests.

Prohibited uses

  • Attention training dose, timed challenge, productivity schedule or clinical protocol.
  • ADHD, brain-injury or other diagnostic inference.
  • Streaks, scores, ranking or guaranteed transfer.

What this frame cannot establish

  • Practice on one attention test cannot establish durable focus everywhere.
  • It cannot establish: Build unlimited focus.
  • It cannot establish: Cure attention problems with meditation.
  • It cannot establish: VR repairs attention after brain injury.
  • It cannot establish: One vigilance score diagnoses attention.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Cognition & LearningAttention & Executive ControlLow to moderate risk boundary

Selective attention

Explain selective attention as target detection under declared distractors, with transfer limited by shared task demands.

Bounded claim: Selective-attention practice can improve closely related tasks, but transfer follows shared task demands and has not been shown to improve mobility.

This frame may discuss

  • Evidence and measurement boundaries for selective attention
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Notice everything others miss

Metric

Target sensitivity and distractor cost in a declared sensory task, plus a different functional endpoint

Boundary

A better screen score cannot certify broad situational awareness.

Measurement boundary

Target sensitivity, search time, errors and distractor cost must be tied to a named modality and task; they do not measure general awareness.

Conceptual observation lens

  • Conceptually distinguish visual search, filtering and useful-field-of-view tasks rather than treating them as one faculty.
  • Compare near transfer through shared demands with unsupported claims of general awareness.

Questions for reflection—not instructions

  • Which target, distractor, modality and task make the claim testable?
  • What mobility or safety outcome would still require separate evidence?

Safety, access and privacy

Stop this frame if
  • Stop if the frame is used for a road, driving, fall-prevention or hazard-detection self-test.
  • Stop if timed checking or error monitoring becomes distressing or compulsive.
Outside this frame
  • Changes in vision, attention, mobility or driving safety require the relevant qualified professional.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • A verbal, auditory or static visual example is sufficient; no timed response is needed.
  • Sensory aids, screen readers, enlarged text and no-attempt are valid configurations.
  • No road, mobility or fall-related demonstration is implied.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

  • Primary empirical supportLimiting or contrary evidenceCan older adults’ balance and mobility improve with visual attention training?

    M M Althomali; L A Vallis; S J Leat · 2019 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

  • Primary empirical supportLimiting or contrary evidencePutting brain training to the test

    Adrian M Owen; Adam Hampshire; Jessica A Grahn; Robert Stenton; Said Dajani; Alistair S Burns; Robert J Howard; Clive G Ballard · 2010 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

  • Primary empirical supportLimiting or contrary evidenceEnhancing cognition with video games: a multiple game training study

    Adam C Oei; Michael D Patterson · 2013 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

Negative findings

  • Older adults improved a visual-attention measure without improving any tested balance or mobility outcome.

Prohibited uses

  • Timed search drills, road simulations, hazard tests or fall-prevention protocols.
  • Claims of universal awareness, driving fitness or mobility benefit.
  • Clinical screening or diagnostic conclusions.

What this frame cannot establish

  • A better screen score cannot certify broad situational awareness.
  • It cannot establish: See everything at once.
  • It cannot establish: Train away distraction permanently.
  • It cannot establish: A game gives fighter-pilot attention.
  • It cannot establish: Screen training prevents falls.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Cognition & LearningAttention & Executive ControlLow to moderate risk boundary

Task switching

Explain switch and mixing costs while separating laboratory alternation from safe real-world task management.

Bounded claim: Task-switching speed can improve on practiced laboratory rules, but far transfer and durable real-world value remain conflicting.

This frame may discuss

  • Evidence and measurement boundaries for task switching
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Switch instantly between anything

Metric

Switch and mixing costs, errors and resumption in a declared workflow

Boundary

Faster laboratory alternation cannot establish judgment or interruption immunity.

Measurement boundary

Switch cost, mixing cost, errors and resumption failure must be separated; faster responses alone do not show better task management.

Conceptual observation lens

  • Conceptually distinguish the cost of changing rules from the cost of maintaining multiple possible rules.
  • Compare a human switching claim with the option of redesigning a workflow to reduce interruption.

Questions for reflection—not instructions

  • Which errors and resumption failures disappear if only speed is reported?
  • Would changing the workflow answer the practical problem better than changing the person?

Safety, access and privacy

Stop this frame if
  • Stop if the frame becomes an interruption drill, speed challenge or multitasking target.
  • Never apply it in driving, medication, machinery, caregiving, security or another safety-critical workflow.
Outside this frame
  • Safety-critical workflow design requires qualified domain, human-factors and affected-person input.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • A written or spoken scenario can replace timed task alternation.
  • Single-tasking, reminders and assistive tools are valid configurations.
  • No speed target or forced interruption is implied.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

  • Primary empirical supportLimiting or contrary evidencePutting brain training to the test

    Adrian M Owen; Adam Hampshire; Jessica A Grahn; Robert Stenton; Said Dajani; Alistair S Burns; Robert J Howard; Clive G Ballard · 2010 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

  • Primary empirical supportLimiting or contrary evidenceHow useful is executive control training? Age differences in near and far transfer of task-switching training

    Julia Karbach; Jutta Kray · 2009 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

  • Primary empirical supportLimiting or contrary evidenceLimited Effects of Set Shifting Training in Healthy Older Adults

    Pia Grönholm-Nyman; Anna Soveri; Juha O Rinne; Elina Ek; Anna Nyholm; Anna Stigsdotter Neely; Matti Laine · 2017 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

Negative findings

  • An active-controlled trial found only one limited near-transfer effect and no far transfer despite extensive testing.

Prohibited uses

  • Timed switching practice, interruption exposure, speed targets or progression.
  • Safety-critical drills or operational readiness decisions.
  • Claims of multitasking immunity or better judgment.

What this frame cannot establish

  • Faster laboratory alternation cannot establish judgment or interruption immunity.
  • It cannot establish: Become interruption-proof.
  • It cannot establish: Switch instantly with no cost.
  • It cannot establish: Train ADHD away.
  • It cannot establish: Fast switching means flexible intelligence.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Represented capability family

Empathy, Social Cognition & Trust

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Emotion & SocialEmpathy, Social Cognition & TrustModerate risk boundary

Cognitive empathy

Explain cognitive empathy as fallible, target-verified inference rather than access to another person’s private mind.

Bounded claim: Cognitive empathy can improve on selected tasks and professional behaviors when the target, language, context and assistance are declared.

This frame may discuss

  • Evidence and measurement boundaries for cognitive empathy
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Read anyone like an open book

Metric

Target-verified inference accuracy and correction in a declared interaction

Boundary

No task grants access to hidden thoughts or makes one culture’s signals universal.

Measurement boundary

Declare target self-report or ground truth, observer inference, language, culture, relationship, confidence, error, correction, assistance and recipient outcome; agreement is not access to a private mind.

Conceptual observation lens

  • Conceptually separate an observer’s inference from the other person’s own report and right to correct it.
  • Treat language, culture, relationship, power and assistance as part of the interaction.

Questions for reflection—not instructions

  • Whose account could verify or correct the inference?
  • Which cultural or relational assumptions might be mistaken?

Safety, access and privacy

Stop this frame if
  • Stop if the frame becomes mind-reading, lie detection, profiling, diagnosis, surveillance or a test of a real person.
  • Stop if consent, privacy, culture or a power imbalance is not respected.
Outside this frame
  • Safeguarding, clinical, employment or conflict concerns require appropriate rights-respecting professional support.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • A fictional scenario avoids analysing a real person.
  • Direct communication, AAC, translation, extra time and opting out are valid configurations.
  • Different expression styles are not deficits or deception signals.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • Coded empathic style did not prove accurate or beneficial understanding.
  • A pre–post ethnocultural programme lacked randomization, delayed retention and migrant-reported outcomes.

Prohibited uses

  • Person-reading exercise, lie detection, profiling, diagnosis or surveillance.
  • Inferring hidden thoughts, intent, culture or credibility without consent and correction.
  • Manipulation, coercive disclosure or high-stakes judgment.

What this frame cannot establish

  • No task grants access to hidden thoughts or makes one culture’s signals universal.
  • It cannot establish: know exactly what anyone feels.
  • It cannot establish: mind-reading.
  • It cannot establish: universal empathy score.
  • It cannot establish: train cultural empathy instantly.
  • It cannot establish: AI empathy detector.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Represented capability family

Memory, Learning & Skill Acquisition

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Cognition & LearningMemory, Learning & Skill AcquisitionModerate risk boundary

Episodic memory

Explain configured episodic recall while protecting against the myth of photographic or infallible autobiographical memory.

Bounded claim: People can improve recall for selected material using tested retrieval and mnemonic methods, with durability demonstrated for some configured tasks.

This frame may discuss

  • Evidence and measurement boundaries for episodic memory
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Unlock photographic memory

Metric

Accuracy, false alarms and confidence for declared material after a declared delay

Boundary

No laboratory score proves complete or historically infallible autobiographical memory.

Measurement boundary

Declare material, encoding, cueing, assistance, accuracy, false alarms, confidence, delay and ecological task; recall quantity is not truth verification.

Conceptual observation lens

  • Conceptually separate recall quantity, accuracy, false alarms and confidence.
  • Treat material, cueing, assistance and delay as part of the evidence configuration.

Questions for reflection—not instructions

  • Could a confident recollection still be inaccurate?
  • Which cues or suggestions might change what the result means?

Safety, access and privacy

Stop this frame if
  • Stop if the frame prompts repeated checking, autobiographical probing, trauma recall or attempts to verify a disputed event.
  • Stop if uncertainty about memory causes distress or conflict.
Outside this frame
  • Trauma, safeguarding, legal disputes or concerning memory change require appropriate professional support.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • A neutral fictional example can replace personal-memory disclosure.
  • Audio, text, assistive recall tools and non-participation are valid configurations.
  • No traumatic, disputed or intimate memory should be elicited.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

  • Primary empirical supportLimiting or contrary evidenceMnemonic Training Reshapes Brain Networks to Support Superior Memory

    Martin Dresler; William R. Shirer; Boris N. Konrad; Nils C. J. Müller; Isabella C. Wagner; Guillén Fernández; Michael Czisch; Michael D. Greicius · 2017 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

  • Primary empirical supportLimiting or contrary evidenceReward-enhanced encoding improves relearning of forgotten associations

    Ewa A. Miendlarzewska; Sara Ciucci; Carlo V. Cannistraci; Daphne Bavelier; Sophie Schwartz · 2018 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

  • Limiting or contrary evidenceLost in the mall again: a preregistered replication and extension of Loftus & Pickrell (1995)

    Gillian Murphy; Caroline A. Dawson; Charlotte Huston; Lisa Ballantyne; Elizabeth Barrett; Conor S. Cowman; Christopher Fitzsimons; Julie Maher; Katie M. Ryan; Ciara M. Greene · 2023 · Primary research

    Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

  • Primary empirical supportLimiting or contrary evidenceBenefit from retrieval practice is linked to temporal and frontal activity in healthy young and older humans

    Catherine-Noémie Alexandrina Guran; Lorena Deuker; Martin Göttlich; Nikolai Axmacher; Nico Bunzeck · 2022 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

  • Primary empirical supportLimiting or contrary evidenceDurable memories and efficient neural coding through mnemonic training using the method of loci

    I. C. Wagner; B. N. Konrad; P. Schuster; S. Weisig; D. Repantis; K. Ohla; S. Kühn; G. Fernández; A. Steiger; C. Lamm; M. Czisch; M. Dresler · 2021 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

Negative findings

  • Laboratory recall gains do not establish more accurate autobiographical memory.
  • Suggestion can produce confident reports of events that did not occur.

Prohibited uses

  • Mnemonic programme, retrieval schedule, recall target or performance promise.
  • Truth verification, recovered-memory claims or autobiographical certainty.
  • Clinical, legal or safeguarding conclusions.

What this frame cannot establish

  • No laboratory score proves complete or historically infallible autobiographical memory.
  • It cannot establish: photographic memory.
  • It cannot establish: perfect autobiographical recall.
  • It cannot establish: recover hidden memories.
  • It cannot establish: brain rewiring proves superior memory.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Cognition & LearningMemory, Learning & Skill AcquisitionModerate risk boundary

Semantic memory

Explain retention of declared facts and concepts without equating recall with expertise, judgment or clinical competence.

Bounded claim: Structured retrieval can strengthen retention of selected facts and concepts, including for older learners.

This frame may discuss

  • Evidence and measurement boundaries for semantic memory
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Download expert knowledge

Metric

Accurate recall and appropriate application of declared content after delay

Boundary

Retention of facts does not prove expertise, wisdom or transfer to unrelated domains.

Measurement boundary

Declare content validity, language, prior knowledge, cueing, error correction, delay, application test and assistance; factual recall does not establish judgment.

Conceptual observation lens

  • Conceptually distinguish remembering a fact from applying it appropriately in context.
  • Treat content validity, prior knowledge, language, cueing and assistance as part of the result.

Questions for reflection—not instructions

  • Who established that the content itself is correct and current?
  • What application test would be needed before claiming usable knowledge?

Safety, access and privacy

Stop this frame if
  • Stop if the frame becomes a study schedule, repeated recall loop, memory score or competence test.
  • Do not use remembered facts to make medication, clinical, legal or other high-stakes decisions.
Outside this frame
  • High-stakes knowledge application requires current authoritative sources and appropriately qualified expertise.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • Text, audio, plain-language and assistive formats are equivalent conceptual routes.
  • External memory aids are valid and must be declared rather than treated as failure.
  • No recall test or disclosure of health information is requested.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • No retrieval schedule was universally best across delays.
  • Remembering medication facts did not establish safe prescribing or clinical competence.

Prohibited uses

  • Retrieval schedule, study dose, memory target or mastery claim.
  • Competence, expertise, prescribing or professional-readiness conclusions.
  • Substitution of recall for verification or judgment.

What this frame cannot establish

  • Retention of facts does not prove expertise, wisdom or transfer to unrelated domains.
  • It cannot establish: download knowledge.
  • It cannot establish: learn anything instantly.
  • It cannot establish: unlimited knowledge.
  • It cannot establish: memory score proves expertise.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Cognition & LearningMemory, Learning & Skill AcquisitionModerate risk boundary

Accelerated skill acquisition

Explain learning rate as time or trials to a declared criterion, without promising a universal accelerator.

Bounded claim: Some learning configurations improve the rate or efficiency of acquiring a specified skill without implying a universal learning accelerator.

This frame may discuss

  • Evidence and measurement boundaries for accelerated skill acquisition
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Learn anything ten times faster

Metric

Time or trials to a declared performance criterion, plus delayed retention and transfer

Boundary

A faster task score does not prove universal acceleration, mastery or wellbeing.

Measurement boundary

Predeclare baseline, criterion, trials/time, errors, coaching, assistance, retention and transfer; time-to-criterion without quality is incomplete.

Conceptual observation lens

  • Conceptually compare speed to criterion with error, quality, retention and transfer.
  • Notice how coaching, assistance and prior experience change the configuration.

Questions for reflection—not instructions

  • What quality information disappears when only speed is reported?
  • Would faster acquisition survive delay or transfer to a different task?

Safety, access and privacy

Stop this frame if
  • Stop if the frame creates a speed target, productivity race, compressed practice schedule or self-comparison loop.
  • Stop if optimisation increases fatigue, interference, distress or unsafe shortcuts.
Outside this frame
  • High-stakes skill training and accessibility decisions require qualified instructors and affected-person input.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • A fictional learning scenario can replace any performance attempt.
  • Coaching, assistive tools and adapted criteria are legitimate configuration features.
  • Slower pace and non-participation carry no deficit judgment.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • No cited intervention accelerated every skill or established far transfer.
  • Additional or closely packed training can create interference and cognitive load.

Prohibited uses

  • Practice dose, compressed schedule, speed target, progression or performance promise.
  • Claims of universal acceleration, mastery or transfer.
  • Occupational, clinical or safety-critical certification.

What this frame cannot establish

  • A faster task score does not prove universal acceleration, mastery or wellbeing.
  • It cannot establish: learn anything ten times faster.
  • It cannot establish: hack neuroplasticity.
  • It cannot establish: instant mastery.
  • It cannot establish: AI makes expertise effortless.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Cognition & LearningMemory, Learning & Skill AcquisitionModerate risk boundary

Long-term retention

Explain delayed retention as performance under declared maintenance and assistance conditions, not permanent learning.

Bounded claim: Some learning methods improve delayed retention for specified material or skills, and the delay and testing conditions must be stated.

This frame may discuss

  • Evidence and measurement boundaries for long-term retention
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Make learning permanent

Metric

Performance after a predeclared delay with maintenance and assistance declared

Boundary

A delayed test cannot by itself establish lifelong memory or transfer.

Measurement boundary

Declare interval, maintenance practice, cues, assistance, attrition, accuracy, errors and transfer task; repeated exposure is not unaided retention.

Conceptual observation lens

  • Conceptually separate repeated exposure from unaided performance after a delay.
  • Treat attrition, maintenance, cues and transfer as part of the retention claim.

Questions for reflection—not instructions

  • What was available between learning and the delayed observation?
  • How long a delay would the practical claim actually require?

Safety, access and privacy

Stop this frame if
  • Stop if the frame becomes a spaced schedule, repeated testing loop, streak or lifelong-memory promise.
  • Stop if tracking forgetting causes distress or compulsive checking.
Outside this frame
  • Concerning memory change or functional impairment requires appropriate professional assessment.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • A neutral hypothetical example is sufficient; no memory test is requested.
  • Memory aids and assistance are valid configurations when declared.
  • Non-participation and forgetting are not moral or intelligence judgments.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • The best retrieval schedule changed with the test delay.
  • Sleep protected some motor performance but did not automatically enhance learning.

Prohibited uses

  • Retrieval intervals, maintenance dose, repeated testing or progression.
  • Claims of permanence, lifelong memory or guaranteed transfer.
  • Clinical assessment or cognitive ranking.

What this frame cannot establish

  • A delayed test cannot by itself establish lifelong memory or transfer.
  • It cannot establish: never forget.
  • It cannot establish: permanent learning.
  • It cannot establish: one session lasts forever.
  • It cannot establish: retention score proves transfer.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Represented capability family

Metacognition & Epistemic Resilience

Back to family index ↑
Cognition & LearningMetacognition & Epistemic ResilienceModerate risk boundary

Confidence calibration

Explain confidence calibration against resolved outcomes without turning uncertainty into a personal score or universal wisdom claim.

Bounded claim: Confidence can be scored against outcomes, but scalable calibration training has conflicting task-dependent evidence.

This frame may discuss

  • Evidence and measurement boundaries for confidence calibration
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Always know exactly how sure to be

Metric

Calibration and resolution over a predeclared set of resolved judgments

Boundary

Good calibration in one question class does not prove wisdom or transfer to another.

Measurement boundary

Declare question class, resolution rules, probability scale, calibration, resolution, base rate, scoring, sample size and missing outcomes; average confidence is not calibration.

Conceptual observation lens

  • Conceptually distinguish average confidence, calibration and resolution.
  • Treat the question class, base rate, outcome rules and missing outcomes as part of the result.

Questions for reflection—not instructions

  • What would count as a resolved outcome?
  • Could calibration in one question class transfer poorly to another?

Safety, access and privacy

Stop this frame if
  • Stop if the frame becomes repeated self-scoring, a certainty target or an optimisation loop.
  • Do not use confidence labels as competence, credibility or clinical judgments about a person.
Outside this frame
  • Consequential judgments require domain evidence, independent checks and accountable human review.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • Fictional benign judgments are sufficient; no submission or computation is needed.
  • Words, percentages, frequencies and visual scales are alternative representations.
  • No confidence diary, tracking schedule or score is requested.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • Practical-scoring feedback failed in two large experiments.
  • Automated feedback improved calibration in modified blackjack but not overall calibration in a more realistic baseball task.

Prohibited uses

  • Calibration exercise, score, rank, target, diary or progression.
  • Clinical, employment, credibility or competence assessment.
  • Claims of universal wisdom or reliable transfer.

What this frame cannot establish

  • Good calibration in one question class does not prove wisdom or transfer to another.
  • It cannot establish: always know what you do not know.
  • It cannot establish: eliminate overconfidence.
  • It cannot establish: calibration score proves wisdom.
  • It cannot establish: AI gives objective confidence.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Cognition & LearningMetacognition & Epistemic ResilienceModerate risk boundary

Source evaluation and lateral reading

Explain lateral source checking as one bounded aid to credibility judgment, not an instant truth detector.

Bounded claim: Lateral reading and deliberate source checking can improve selected credibility judgments, with small and not uniformly retained effects.

This frame may discuss

  • Evidence and measurement boundaries for source evaluation and lateral reading
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Know instantly whether anything online is true

Metric

Accurate source/provenance judgments on novel claims with search path declared

Boundary

One checklist, search result or AI citation cannot certify truth or make someone scam-proof.

Measurement boundary

Declare claim, source chain, search environment, language, access barriers, independent corroboration, time, accuracy and delayed novel-item test.

Conceptual observation lens

  • Conceptually trace a benign claim from an apparent source to independent corroboration and original provenance.
  • Distinguish source credibility, claim accuracy and completeness.

Questions for reflection—not instructions

  • Is the page the original source, a report of it or a copy of a copy?
  • What independent source could contradict or limit the claim?

Safety, access and privacy

Stop this frame if
  • Stop if the frame becomes surveillance, doxxing, scam engagement, public accusation or exposure to disturbing material.
  • Stop if repeated checking becomes compulsive or reassurance-seeking.
Outside this frame
  • Fraud, safeguarding, legal or security concerns belong with appropriate authorities or qualified support; do not investigate personally.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • A prewritten fictional example avoids live searches and exposure to harmful content.
  • Screen readers, plain language, translated material and assisted navigation are valid configurations.
  • No person, account or community needs to be investigated.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • Many intervention estimates were null at two weeks.
  • No between-intervention advantage was detected at follow-up.

Prohibited uses

  • Live investigation, scam testing, surveillance, profiling, doxxing or public accusation.
  • Checklist score, truth certification or claim of being scam-proof.
  • Realistic misinformation generation or persuasion experiments.

What this frame cannot establish

  • One checklist, search result or AI citation cannot certify truth or make someone scam-proof.
  • It cannot establish: instantly know what is true.
  • It cannot establish: Google it and verify anything.
  • It cannot establish: become scam-proof.
  • It cannot establish: source score proves credibility.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Cognition & LearningMetacognition & Epistemic ResilienceModerate risk boundary

Uncertainty communication

Explain how uncertainty format and context affect comprehension and trust without prescribing the perfect message.

Bounded claim: Numeric uncertainty can often be communicated without large trust loss, while wording and cultural context materially affect reception.

This frame may discuss

  • Evidence and measurement boundaries for uncertainty communication
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Use the perfect phrase and everyone will understand risk

Metric

Comprehension, calibrated trust and decision quality for a declared uncertainty message

Boundary

A trusted message is not necessarily understood, accurate, fair or actionable.

Measurement boundary

Declare uncertainty type, format, source, audience, language, comprehension, trust, decision and equity; trust is not the sole success criterion.

Conceptual observation lens

  • Conceptually compare a numeric range with vague verbal uncertainty in a benign fictional message.
  • Keep comprehension, calibrated trust, decision quality and equity as separate outcomes.

Questions for reflection—not instructions

  • What kind of uncertainty is being communicated?
  • Could a trusted message still be misunderstood, inaccurate or unfair?

Safety, access and privacy

Stop this frame if
  • Stop if the frame becomes persuasion, crisis communication, medical consent, political messaging or manipulation testing.
  • Do not test messages on people without consent and appropriate governance.
Outside this frame
  • Clinical, emergency, legal or public-risk communication requires qualified communicators, affected-person input and accountable review.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • Plain language, numbers, frequencies, diagrams, audio and translation are alternative formats.
  • Cultural context and numeracy access are part of the audience configuration.
  • No live persuasion target or personal-risk disclosure is needed.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

  • Primary empirical supportLimiting or contrary evidenceThe effects of communicating uncertainty on public trust in facts and numbers

    Anne Marthe van der Bles; Sander van der Linden; Alexandra L. J. Freeman; David J. Spiegelhalter · 2020 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

  • Primary empirical supportLimiting or contrary evidenceThe effects of communicating uncertainty around statistics, on public trust

    John Kerr; Anne-Marthe van der Bles; Sarah Dryhurst; Claudia R. Schneider; Vivien Chopurian; Alexandra L. J. Freeman; Sander van der Linden · 2023 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

  • Limiting or contrary evidenceOfficial boundary contextArtificial Intelligence Risk Management Framework (AI RMF 1.0)

    National Institute of Standards and Technology · 2023 · Official framework

    Constrains generalisation, transfer, certainty or efficacy; it is not optional context. Supplies an official safety, access or governance boundary and is not empirical efficacy evidence.

Negative findings

  • Vague verbal uncertainty could reduce trust.
  • Effects differed by country, source and topic, and comprehension/decision quality were not always established.

Prohibited uses

  • Live persuasion experiment, audience manipulation, A/B test or optimisation target.
  • Medical, emergency, legal or political communication protocol.
  • Claims that one wording guarantees understanding or trust.

What this frame cannot establish

  • A trusted message is not necessarily understood, accurate, fair or actionable.
  • It cannot establish: one perfect uncertainty phrase.
  • It cannot establish: numbers make communication objective.
  • It cannot establish: trust proves understanding.
  • It cannot establish: AI can calibrate any message automatically.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Cognition & LearningMetacognition & Epistemic ResilienceModerate risk boundary

Epistemic humility

Explain topic-specific willingness to revise without treating lower confidence or politeness as proof of humility.

Bounded claim: Brief interventions and affiliated conversations can increase selected topic-specific humility measures, but broad behavior change is not established.

This frame may discuss

  • Evidence and measurement boundaries for epistemic humility
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Become ego-free and always open-minded

Metric

Accuracy-sensitive revision, expressed uncertainty and behavioral engagement on declared topics

Boundary

Lower confidence or polite language cannot prove wisdom, fairness or genuine openness.

Measurement boundary

Declare topic, self-report versus behavior, accuracy, power relation, affiliation, dissent, delay and willingness to revise; lower confidence is not automatically humility.

Conceptual observation lens

  • Conceptually distinguish accurate belief revision, expressed uncertainty and behavioural engagement.
  • Notice how affiliation, dissent and power can change what a self-report means.

Questions for reflection—not instructions

  • What evidence would justify revision rather than mere deference?
  • Could polite language conceal unchanged belief or unequal power?

Safety, access and privacy

Stop this frame if
  • Stop if the frame becomes compelled disclosure, debate pressure, belief scoring or an attempt to make someone compliant.
  • Stop if power imbalance, identity threat or distress makes reflection unsafe.
Outside this frame
  • High-conflict, workplace, clinical or safeguarding situations require appropriate facilitation and rights-respecting support.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • A fictional benign disagreement is sufficient; personal belief disclosure is excluded.
  • Written, spoken, assisted and no-response participation are equally valid.
  • No ideology, diagnosis or personality inference is invited.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • The intervention did not increase engagement with diverse viewpoints.
  • General humility and self-rated knowledge effects were inconsistent, and conversation results relied on self-report and affiliation.

Prohibited uses

  • Humility score, personality rank, debate exercise, compliance target or progression.
  • Compelled belief disclosure, persuasion or ideological profiling.
  • Claims of ego removal, wisdom or fairness.

What this frame cannot establish

  • Lower confidence or polite language cannot prove wisdom, fairness or genuine openness.
  • It cannot establish: become ego-free.
  • It cannot establish: humility score proves wisdom.
  • It cannot establish: make opponents open-minded.
  • It cannot establish: doubt yourself more.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Represented capability family

Mobility, Balance & Locomotion

Back to family index ↑
Body & PerformanceMobility, Balance & LocomotionLow to moderate risk boundary

Active range of motion

Explain why active range is a joint- and task-specific observation rather than a promise of total flexibility, health or function.

Bounded claim: People can sometimes increase active range in a specific joint and movement, but effects vary by method and do not prove better function.

This frame may discuss

  • Evidence and measurement boundaries for active range of motion
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Become infinitely flexible

Metric

Joint-specific active degrees plus a declared task

Boundary

Range alone cannot show control, comfort, safety or function.

Measurement boundary

Degrees of active motion establish range in the tested setup; they do not establish tissue health, pain relief, movement quality or whole-body mobility.

Conceptual observation lens

  • Conceptually contrast movement produced by the person with range created by outside assistance; each is a different configuration.
  • Notice that degrees of motion and meaningful function answer different questions.

Questions for reflection—not instructions

  • Which joint, direction and task would have to be named before the word range became meaningful?
  • What would remain unknown even if the declared angle changed?

Safety, access and privacy

Stop this frame if
  • Stop if the frame is being converted into stretching, loading, pain-testing or a self-assessment of injury.
  • Stop if comparison with a normative body ideal creates pain, distress or pressure to attempt movement.
Outside this frame
  • Pain, new limitation, injury concerns or rehabilitation decisions belong with an appropriately qualified clinician who knows the person’s context.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • A diagram, verbal description or imagined example can replace any physical demonstration.
  • Seated, supported, assisted and no-movement perspectives are legitimate configurations.
  • No normative range target is implied for any body, disability or aid user.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • Six weeks of daily calf stretching did not improve active ankle dorsiflexion in the cited trial.

Prohibited uses

  • Movement prescription, stretching dose, range target or progression.
  • Diagnosis, tissue-safety inference, pain treatment or rehabilitation clearance.
  • Ranking bodies or treating greater range as universally better.

What this frame cannot establish

  • Range alone cannot show control, comfort, safety or function.
  • It cannot establish: Unlock every joint.
  • It cannot establish: Permanent flexibility.
  • It cannot establish: Pain means the tissue is opening.
  • It cannot establish: More range is always superior.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Body & PerformanceMobility, Balance & LocomotionModerate risk boundary

End-range control

Explain end-range control as performance at a declared angle, without presenting extreme positions as desirable or safe.

Bounded claim: End-range performance can improve, usually in an angle- and task-specific way; broad transfer is not established.

This frame may discuss

  • Evidence and measurement boundaries for end-range control
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Own impossible joint angles

Metric

Accuracy and force at a declared angle

Boundary

One-angle strength cannot prove whole-range control or tissue safety.

Measurement boundary

Angle-specific torque or task accuracy measures tested capacity in that position, not tissue integrity or safety in every movement.

Conceptual observation lens

  • Conceptually separate arriving at an angle from producing controlled force or accuracy at that angle.
  • Treat supports, assistance and apparatus as part of the measurement configuration.

Questions for reflection—not instructions

  • What does an angle-specific result say, and what does it leave unanswered about the rest of the range?
  • How would support or assistance change the meaning of the observation?

Safety, access and privacy

Stop this frame if
  • Stop if the frame is being turned into an end-range hold, loaded position, pain test or joint challenge.
  • Stop if the reader feels pressure to remove support or exceed a comfortable, clinician-approved boundary.
Outside this frame
  • Pain, instability, injury, post-operative or rehabilitation questions require an appropriately qualified clinician, not this frame.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • Words or diagrams are sufficient; no joint position needs to be demonstrated.
  • Supported, assisted and no-attempt configurations remain valid.
  • No extreme range, unsupported position or comparison target is implied.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • Isometric strength gains were limited to the trained and adjacent angles.

Prohibited uses

  • Loaded or unloaded movement instruction, holds, repetitions, duration or progression.
  • Claims of joint protection, tissue repair or injury prevention.
  • Extreme-position challenges or removal of supports.

What this frame cannot establish

  • One-angle strength cannot prove whole-range control or tissue safety.
  • It cannot establish: Bulletproof joints.
  • It cannot establish: Own every range.
  • It cannot establish: Loaded stretching repairs injuries.
  • It cannot establish: End range prevents all injury.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Body & PerformanceMobility, Balance & LocomotionModerate risk boundary

Static balance

Explain that static balance is specific to stance, surface, vision, support and task, and cannot certify fall immunity.

Bounded claim: Static balance can improve on practiced tasks, but gains often fail to generalize to untrained balance situations.

This frame may discuss

  • Evidence and measurement boundaries for static balance
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Become unshakeable

Metric

Errors or sway in one declared stance

Boundary

One stance cannot establish stability everywhere.

Measurement boundary

Time, sway or errors in a specified stance establish task performance only, not universal balance or fall immunity.

Conceptual observation lens

  • Conceptually compare how stance, surface, visual input and support define different balance configurations.
  • Distinguish a task result from mobility, fall risk and safety in another setting.

Questions for reflection—not instructions

  • Which parts of the configuration would have to remain fixed for two balance observations to be comparable?
  • Which real-world safety questions would remain unanswered?

Safety, access and privacy

Stop this frame if
  • Do not stand, close the eyes, narrow the base, remove an aid or test balance because of this frame.
  • Stop if there is dizziness, instability, recent falling, pain, fatigue or uncertainty about a safe environment.
Outside this frame
  • Falls, near-falls, dizziness or balance change warrant appropriate clinical assessment; urgent danger warrants local emergency help.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • A seated or fully supported example carries equal conceptual value.
  • Mobility aids, prostheses, orthoses and another person’s support are part of the declared configuration.
  • Non-attempt is the default where there is any fall, dizziness or instability concern.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • Six weeks of varied balance or power training did not improve two untrained balance tasks.

Prohibited uses

  • Any balance test, stance challenge, timed target, progression or fall-prevention protocol.
  • Removal of aids, supports, prostheses or orthoses.
  • Fitness, fall-risk, neurological or rehabilitation conclusions.

What this frame cannot establish

  • One stance cannot establish stability everywhere.
  • It cannot establish: Perfect balance.
  • It cannot establish: Never fall again.
  • It cannot establish: One-leg stance predicts all mobility.
  • It cannot establish: Balance boards make anyone stable.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Body & PerformanceMobility, Balance & LocomotionLow to moderate risk boundary

Quiet locomotion

Explain why footstep sound, loading and speed are separate measures and why quietness is not stealth or injury protection.

Bounded claim: People can acutely reduce footstep sound and impact in a laboratory, often by changing speed or foot strike; durable skill and injury benefit are unproven.

This frame may discuss

  • Evidence and measurement boundaries for quiet locomotion
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Walk in supernatural silence

Metric

Footstep decibels, loading rate and speed on a declared surface

Boundary

Quiet sound cannot prove invisibility, safety or universal technique.

Measurement boundary

Decibels establish sound in the measurement setup; force plates establish loading. Neither alone establishes tissue safety or stealth.

Conceptual observation lens

  • Conceptually compare what a sound meter and a force plate would each record on a declared surface.
  • Include the ordinary sounds of aids, prostheses and orthoses without treating them as failure.

Questions for reflection—not instructions

  • What could quieter sound reveal, and what could it not reveal about force or safety?
  • How do surface, footwear, aid use and speed change the configuration?

Safety, access and privacy

Stop this frame if
  • Stop if the frame prompts a gait change, quieter-step challenge, speed change or removal/modification of footwear or an aid.
  • Stop if pain, skin risk, instability, fatigue or fall concern is present.
Outside this frame
  • Gait, pain, skin, prosthetic, orthotic or fall-safety questions belong with the relevant qualified professional.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • Audio description, text and diagrams can replace walking or sound comparison.
  • Aid- and prosthesis-related sound is a configuration feature, not a quality judgment.
  • No gait alteration or movement attempt is necessary.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • Peak sound was not directly associated with peak ground-reaction force or loading rate in the running experiment.

Prohibited uses

  • Gait retraining, foot-strike instruction, stealth practice, decibel target or progression.
  • Injury-prevention, tissue-safety or universal-technique claims.
  • Judging disability, aid use or prosthetic sound.

What this frame cannot establish

  • Quiet sound cannot prove invisibility, safety or universal technique.
  • It cannot establish: Move like a ghost.
  • It cannot establish: Silent walking prevents injury.
  • It cannot establish: Sound reveals force exactly.
  • It cannot establish: Forefoot striking is universally safer.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Represented capability family

Reasoning, Judgement & Strategy

Back to family index ↑
Cognition & LearningReasoning, Judgement & StrategyModerate risk boundary

Deductive reasoning

Explain deductive performance on declared problems without presenting a logic task as general rationality or high-stakes judgment.

Bounded claim: Deductive reasoning on specified problems may improve with structured practice, but the active-control advantage and durable transfer remain uncertain.

This frame may discuss

  • Evidence and measurement boundaries for deductive reasoning
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Become perfectly logical

Metric

Accuracy and explanation on predeclared novel deduction problems after delay

Boundary

A logic-task gain does not prove global intelligence or better high-stakes decisions.

Measurement boundary

Declare formalism, language, item novelty, active control, response accuracy, explanation, delay and transfer domain; one task is not general rationality.

Conceptual observation lens

  • Conceptually separate applying a formal rule from mapping that rule onto a concrete example.
  • Distinguish accuracy from the quality and verifiability of an explanation.

Questions for reflection—not instructions

  • Which assumptions and formalism make the conclusion follow?
  • What real-world facts would remain outside the deduction?

Safety, access and privacy

Stop this frame if
  • Stop if the frame becomes an intelligence test, timed drill or consequential decision rule.
  • Do not apply it to legal, clinical, financial, employment or security judgments.
Outside this frame
  • Consequential decisions require qualified domain review, current evidence and accountable human judgment.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • Plain language, symbols, audio or diagrams may represent the same benign problem.
  • Declared tools and extra processing time are valid configurations.
  • No timed problem set or intelligence comparison is requested.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • The training app did not outperform its active control.
  • Abstract logic principles alone had little effect unless mapping to concrete examples was made available.
  • Neither source tested durable retention or consequential real-world transfer.

Prohibited uses

  • Logic drills, timed targets, scoring, ranking or progression.
  • General-intelligence, rationality or decision-authority claims.
  • Operational high-stakes decision rules.

What this frame cannot establish

  • A logic-task gain does not prove global intelligence or better high-stakes decisions.
  • It cannot establish: become perfectly logical.
  • It cannot establish: logic app raises intelligence.
  • It cannot establish: never make a reasoning error.
  • It cannot establish: deductive score proves rationality.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Cognition & LearningReasoning, Judgement & StrategyLow to moderate risk boundary

Inductive inference

Explain inductive task gains while keeping pattern inference separate from dementia prevention or general intelligence.

Bounded claim: Targeted inductive-reasoning training produced durable task gains in older adults, with limited evidence of everyday functional benefit.

This frame may discuss

  • Evidence and measurement boundaries for inductive inference
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Reverse cognitive ageing with pattern drills

Metric

Accuracy on novel inductive problems and objective chosen functions after delay

Boundary

Durable task gains do not prove dementia prevention or general intelligence.

Measurement boundary

Declare inference domain, item novelty, baseline cognition, sensory/language access, delay and functional tasks; trained test performance is not diagnosis or prevention.

Conceptual observation lens

  • Conceptually distinguish a pattern inferred from examples from a conclusion guaranteed by premises.
  • Compare trained-task change with a separately measured everyday function.

Questions for reflection—not instructions

  • How novel are the examples relative to the evidence used to learn the pattern?
  • Which alternative pattern could fit the same observations?

Safety, access and privacy

Stop this frame if
  • Stop if the frame becomes a cognitive screen, dementia-prevention claim, pattern drill or intelligence score.
  • Do not use it to infer another person’s capacity or fitness.
Outside this frame
  • Concerning cognitive change or capacity questions require appropriately qualified, rights-respecting professional assessment.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • Examples can be verbal, visual, tactile or tool-assisted.
  • Extra time, sensory access and no-attempt are valid configurations.
  • No cognitive-age or diagnostic comparison is implied.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

  • Primary empirical supportLimiting or contrary evidenceLong-term Effects of Cognitive Training on Everyday Functional Outcomes in Older Adults

    Sherry L. Willis; Sharon L. Tennstedt; Michael Marsiske; Karlene Ball; Jeffrey Elias; Kathy Mann Koepke; John N. Morris; George W. Rebok; Frederick W. Unverzagt; Anne M. Stoddard; Elizabeth Wright; ACTIVE Study Group · 2006 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

  • Primary empirical supportLimiting or contrary evidencePutting brain training to the test

    Adrian M Owen; Adam Hampshire; Jessica A Grahn; Robert Stenton; Said Dajani; Alistair S Burns; Robert J Howard; Clive G Ballard · 2010 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

Negative findings

  • Objective functional transfer in ACTIVE was not uniform.
  • A large independent online trial found trained-task improvement without transfer to untrained tasks.
  • Neither study establishes dementia prevention or general reasoning enhancement.

Prohibited uses

  • Pattern-training dose, target, score, rank or progression.
  • Dementia-prevention, diagnosis or cognitive-age claims.
  • Capacity, fitness, general-intelligence or other high-stakes decision conclusions.

What this frame cannot establish

  • Durable task gains do not prove dementia prevention or general intelligence.
  • It cannot establish: reverse cognitive ageing.
  • It cannot establish: raise general intelligence.
  • It cannot establish: prevent dementia.
  • It cannot establish: pattern training transfers everywhere.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Cognition & LearningReasoning, Judgement & StrategyModerate risk boundary

Probabilistic reasoning

Explain calibration and resolution in declared forecasting problems without implying certainty or high-stakes foresight.

Bounded claim: Probabilistic reasoning can improve through representation training and configured forecasting practice, with gains bound to problem form and system design.

This frame may discuss

  • Evidence and measurement boundaries for probabilistic reasoning
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Predict the future with certainty

Metric

Calibration, resolution and proper score on a predeclared event set

Boundary

Good forecasts in one domain do not establish foresight, certainty or safe high-stakes authority.

Measurement boundary

Declare event set, base rates, elicitation format, calibration, resolution, scoring rule, aggregation, missing outcomes and decision consequences.

Conceptual observation lens

  • Conceptually separate confidence calibration from the ability to distinguish outcomes.
  • Treat event definitions, base rates, resolution and missing outcomes as part of the forecast system.

Questions for reflection—not instructions

  • What event set and resolution rule would make a probability auditable?
  • Could good aggregate calibration hide important errors or consequences?

Safety, access and privacy

Stop this frame if
  • Stop if the frame becomes betting, financial advice, medical prognosis, political persuasion or a scoring competition.
  • Stop if prediction tracking becomes compulsive or distressing.
Outside this frame
  • Consequential forecasting requires domain expertise, accountable governance and explicit decision safeguards.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • Fictional, benign events are sufficient; personal or consequential predictions are excluded.
  • Plain language, frequencies and visual formats are alternative representations.
  • No personal forecast submission or scoring is requested.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • Frequency format did not add the expected benefit after nested-set training.
  • Tournament performance intertwined training, teams, aggregation, selection and attrition.

Prohibited uses

  • Forecast tournament, score, rank, target, repeated submission or progression.
  • Financial, clinical, legal, political or security decision authority.
  • Claims of certainty, universal foresight or safe transfer.

What this frame cannot establish

  • Good forecasts in one domain do not establish foresight, certainty or safe high-stakes authority.
  • It cannot establish: predict the future.
  • It cannot establish: become a human probability engine.
  • It cannot establish: Bayesian training eliminates uncertainty.
  • It cannot establish: forecast score proves wisdom.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Cognition & LearningReasoning, Judgement & StrategyModerate risk boundary

Causal reasoning

Explain causal classification and alternative causes without treating a diagram or training task as proof about a complex system.

Bounded claim: Instruction can reduce selected causal-reasoning errors in science-report interpretation, with short delayed retention.

This frame may discuss

  • Evidence and measurement boundaries for causal reasoning
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

See the true cause of anything

Metric

Accurate causal classification and alternative-cause generation on novel declared cases

Boundary

A training-task gain cannot certify causality in a complex real system.

Measurement boundary

Declare causal question, design, alternatives, confounding, mechanism, uncertainty, data limits and decision context; diagram quality is not causal truth.

Conceptual observation lens

  • Conceptually distinguish association, intervention, confounding and plausible mechanism.
  • Consider how alternative causes and missing variables constrain a causal claim.

Questions for reflection—not instructions

  • What design would separate the proposed cause from a confounder?
  • Which alternative explanation remains compatible with the observations?

Safety, access and privacy

Stop this frame if
  • Stop if the frame is used to accuse a person, diagnose a condition or justify policy, legal, financial or employment action.
  • Do not generate realistic misinformation or persuasion material as an example.
Outside this frame
  • Consequential causal claims require domain experts, appropriate study design, affected-person input and accountable review.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • A benign fictional case can be represented in text, audio or diagrams.
  • Declared tools and extra processing time are valid configurations.
  • No personal, clinical or political case is needed.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • Evidence remains bounded to science-report and control-of-variables tasks.
  • Probe questions without direct instruction did not improve children’s unconfounded experimental reasoning.
  • No real policy, clinical or organizational outcome was tested.

Prohibited uses

  • Causal-reasoning drill, score, target, rank or progression.
  • Diagnosis, blame, accusation or consequential decision rule.
  • Claims that a diagram or checklist establishes causal truth.

What this frame cannot establish

  • A training-task gain cannot certify causality in a complex real system.
  • It cannot establish: see the true cause of anything.
  • It cannot establish: causal training proves expertise.
  • It cannot establish: correlation never matters.
  • It cannot establish: one diagram explains a social system.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Represented capability family

Relationship, Conflict & Care Capability

Back to family index ↑
Emotion & SocialRelationship, Conflict & Care CapabilityLow to moderate risk boundary

Active listening

Explain active-listening constructs and limits without supplying a script for crisis, confrontation or relationship repair.

Bounded claim: Selected active-listening behaviors can increase feeling understood in short interactions, with context-dependent effects.

This frame may discuss

  • Evidence and measurement boundaries for active listening
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Use one listening trick to make anyone trust you

Metric

Speaker-reported understanding, correction accuracy and chosen interaction outcome

Boundary

Feeling heard does not prove agreement, safety, disclosure consent or durable relationship change.

Measurement boundary

Declare listener behavior, speaker goal, perceived versus demonstrated understanding, correction, relationship, accessibility, distress and delay; paraphrase counts are not care.

Conceptual observation lens

  • Conceptually separate feeling heard, demonstrated understanding, agreement and outcome.
  • Treat consent, speaker goals, correction and accessibility as part of the interaction.

Questions for reflection—not instructions

  • Did the speaker ask to be heard, advised, or left alone?
  • How could the speaker correct a mistaken paraphrase without penalty?

Safety, access and privacy

Stop this frame if
  • Stop if the frame becomes a script for crisis, confrontation, intimate-partner repair, disclosure extraction or manipulation.
  • Stop if consent is absent or distress, abuse, safeguarding or a power imbalance is present.
Outside this frame
  • Crisis, abuse, safeguarding or serious relationship conflict requires appropriate specialist or emergency support.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • A fictional benign exchange replaces practice on a real person.
  • AAC, text, silence, processing time, interpreters and declining conversation are valid.
  • Eye contact, speech fluency and rapid response are never required.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

Negative findings

  • Satisfaction and social attraction did not differ between active listening and advice in one experiment.
  • Effects were small or context-dependent and lacked durable relationship follow-up.

Prohibited uses

  • Listening drill, script, repetition target, score or progression.
  • Crisis response, therapy, confrontation or intimate-partner repair.
  • Coercive disclosure, manipulation or guaranteed trust.

What this frame cannot establish

  • Feeling heard does not prove agreement, safety, disclosure consent or durable relationship change.
  • It cannot establish: make anyone open up.
  • It cannot establish: listen so well they must trust you.
  • It cannot establish: active listening fixes conflict.
  • It cannot establish: neural synchrony proves connection.
  • It cannot establish: score someone’s listening worth.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Represented capability family

Team & Collective Intelligence

Back to family index ↑
Emotion & SocialTeam & Collective IntelligenceModerate risk boundary

Group creativity

Explain group-creativity architecture while protecting dissent, equitable attribution and power from the myth that enthusiasm equals innovation.

Bounded claim: Structured written idea exchange can aid generation, while conventional interactive brainstorming often underperforms pooled individuals.

This frame may discuss

  • Evidence and measurement boundaries for group creativity
  • Task specificity, access configurations and negative findings
  • Limits on transfer, efficacy and authority
Myth

Put smart people in a room and creativity multiplies

Metric

Independent novelty, feasibility, implementation and equitable attribution versus individual baselines

Boundary

Idea volume or group excitement cannot prove innovation, value or fair ownership.

Measurement boundary

Declare prompt, individual baseline, interaction format, quantity, independent novelty/feasibility, selection, implementation, attribution, power and delay; enthusiasm is not creativity.

Conceptual observation lens

  • Conceptually compare interactive brainstorming with pooled individual idea generation.
  • Keep idea quantity, novelty, feasibility, implementation and equitable credit as separate outcomes.

Questions for reflection—not instructions

  • Whose ideas, dissent or labour might disappear in the group total?
  • How would novelty and credit be judged independently of status or enthusiasm?

Safety, access and privacy

Stop this frame if
  • Stop if the frame becomes a live facilitation protocol, forced ideation, crowd-control method or workplace evaluation.
  • Stop where dissent, privacy, ownership, attribution or power cannot be protected.
Outside this frame
  • High-stakes group design requires affected-person participation, fair attribution rules, accessibility and accountable facilitation.
Accessible routes

Access needs, assistance, adaptation and non-participation are valid parts of the configuration and never a deficit score.

  • A fictional prompt can be considered privately; no group session is requested.
  • Anonymous, asynchronous, AAC, translated and no-participation routes are valid configurations.
  • Quiet contribution and dissent carry equal dignity.

Non-participation is valid. Choosing not to use this frame creates no deficit or failed result.

No data required

This frame requires no collection, storage or sharing.

  • The frame accepts no answers, uploads, telemetry or identifiers.
  • No private, health, workplace or relationship information is needed to understand it.
  • Do not infer, record or share another person’s traits, beliefs, condition or intent from the concepts described.

Direct supporting and limiting sources

Each source is labelled by its role for this exact frame. Official guidance supplies boundary or normative context; it is not presented as empirical efficacy evidence.

  • Primary empirical supportLimiting or contrary evidenceIdea Generation in Groups: A Basis for Creativity in Organizations

    Paul B. Paulus; Huei-Chuan Yang · 2000 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

  • Primary empirical supportLimiting or contrary evidenceProductivity loss in brainstorming groups: Toward the solution of a riddle

    Michael Diehl; Wolfgang Stroebe · 1987 · Primary research

    Supports only the bounded empirical proposition in the declared configurations. Constrains generalisation, transfer, certainty or efficacy; it is not optional context.

  • Limiting or contrary evidenceOfficial boundary contextEmployment practices and data protection: monitoring workers

    Information Commissioner’s Office · 2023 · Official guidance

    Constrains generalisation, transfer, certainty or efficacy; it is not optional context. Supplies an official safety, access or governance boundary and is not empirical efficacy evidence.

Negative findings

  • Interactive brainstorming groups generated fewer ideas than nominal groups under common conditions.
  • Idea quantity did not establish novelty, feasibility, implementation or equitable credit.

Prohibited uses

  • Brainstorming protocol, timed ideation, output target, scoring, ranking or progression.
  • Crowd control, coercive cohesion, surveillance or employee assessment.
  • Suppression of dissent, unfair appropriation or claims that volume equals innovation.

What this frame cannot establish

  • Idea volume or group excitement cannot prove innovation, value or fair ownership.
  • It cannot establish: brainstorming unlocks genius.
  • It cannot establish: more voices always mean more creativity.
  • It cannot establish: idea count proves innovation.
  • It cannot establish: AI owns the group idea.
  • It cannot establish: leader gets sole credit.

Next gate: No external confirmation is required for the current bounded explainer and non-prescriptive guide-frame permissions; any stronger efficacy, generalisation, protocol, promotion or independent-validation claim requires a new adjudication.

Keep all three publication lanes separate

Twenty-two information frames are not four interactive workbenches.

The frames above explain what may be inspected and where to stop. The ten static Research Lenses are a separate evidence-literacy layer with no guide permission. Titan’s four pre-existing G3 Field Lab explorations are a separate released set. None of these distinctions creates independent validation or promotion.

Compare the 10 Research LensesCompare the four G3 workbenchesRead the five-signal modelRead public policies