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Complete canonical tutorial. This reader section contains the same teaching body as PWR-128 · Epistemic humility. Open the Power dossier.

PWR-128 · Metacognition & Epistemic Resilience

Classify evidence-sensitive revision in five benign fictional cases

This tutorial teaches evidence-sensitive revision, not a personality label. For each benign fictional case, you rank the initial source, inspect new evidence and power context, write your own final answer and confidence, choose a verification action and then classify the pattern. Supplied final answers stay in the staged key so the learner actually performs the update rather than merely reading one.

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Tutorial curriculum · current public edition · Revision 7T · Full Tutorial Edition

Revision 7T · Full Tutorial Edition · complete governed practice tutorial

Classify evidence-sensitive revision in five benign fictional cases

Authority and safety

Use only the bounded configuration. Choose a neutral, low-stakes claim. Avoid identity-threatening, traumatic, political or relationship disputes for the first cycle.
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.

Exact materials

The five fictional cases H1–H5 in the fixture; no personal belief, live disagreement or partner is needed.
Classification key: AR = accuracy-sensitive revision supported by better evidence; BU = bounded uncertainty preserved because credible evidence conflicts; PL = polite language without demonstrated revision; DF = deference or lowered confidence without better evidence, especially under power; NI = insufficient information for a humility inference.
Evidence-order card: current official dated notice outranks an undated blog or old flyer for the supplied scheduling question; two current official notices with conflicting dates require BU and verification rather than forced certainty.
Worksheet with fields for evidence quality, answer change, confidence change, power/affiliation flag, observable action, allowed label and non-claim.
Boundary card: FICTIONAL BENIGN TOPICS ONLY; no personality rank, ideology, debate, disclosure, surveillance, compelled agreement or attempt to make another person open-minded.
Answer key hidden until every case has a label.

Set up in this order

Copy the five labels and evidence-order rule. Do not infer humility from a confidence number or courteous phrase alone.
For each case, read the initial answer/source and record whether you would keep or question it before opening the new-evidence column.
Read the new evidence and power context. Write your own final answer and confidence without looking at the staged model.
Write one observable action: correct the record, verify a conflict, preserve the current answer or flag unsupported pressure.
Choose AR, BU, PL, DF or NI and explain the evidence path. Revision counts as accuracy-sensitive only when better evidence supports it.
Open the staged key, compare without rewriting the original, and finish with a non-claim about personality or broad open-mindedness.

Supplied fixture

Benign fictional cases. Write the final answer, confidence, action and label before opening the staged model key.
Case	Question	Initial answer and confidence	New evidence	Power or affiliation context	Learner final answer and confidence	Learner verification action	Learner label
H1	Saturday museum opening time	9:00; 85%, undated travel blog	Current dated official museum schedule says 10:00	Evidence supplied by an unfamiliar peer	[record]	[record]	[AR/BU/PL/DF/NI]
H2	Community library closing time	18:00; 80%, current dated library page	Manager asserts 17:00 verbally but supplies no source	Manager controls the fictional person's work rota	[record]	[record]	[AR/BU/PL/DF/NI]
H3	Planetarium show length	45 minutes; 90%, current ticket	No new evidence; a friend asks ‘Are you sure?’	Close friend with no formal power	[record]	[record]	[AR/BU/PL/DF/NI]
H4	Lecture location	Hall A; 95%, old flyer	Two current official notices conflict: Hall B and Hall C	No power relationship	[record]	[record]	[AR/BU/PL/DF/NI]
H5	Garden tour start time	14:00; 70%, current booking email	Group leader prefers 13:30 but gives no revised notice	Leader controls participation in the fictional group	[record]	[record]	[AR/BU/PL/DF/NI]

Check your work only after you finish

Lock every response first. The checking page is separate so the answers are not exposed inside this exercise.

Open the separate checking page →

Scoring rule

For each case award 1 for ranking evidence, 1 for an evidence-sensitive final answer/confidence, 1 for power/affiliation treatment, 1 for an observable verification action and 1 for the correct label plus non-claim: 5 each, 25 total. Passing requires H2/H5 not called AR, H3 not scored from polite words and H4 preserving BU.

Worked example

For H4, identify the initial source as an old flyer and the new sources as two current official notices.
Notice that the current notices conflict: Hall B versus Hall C. Neither can support certainty by itself.
Record the final answer as unresolved between B and C with confidence reduced from 95% to 60%.
Record the observable action: flag the conflict and request a dated organiser correction rather than following the preferred notice silently.
Assign AR because the old answer is revised in response to stronger evidence, and BU because material conflict remains.

Correct result: H4 earns 5/5 as AR + BU with no power-pressure flag and an explicit verification action. It demonstrates a correct worksheet classification, not wisdom, fairness or a stable personality trait.

Right and wrong

Right and wrong comparison
Moment	Right / safer	Wrong / riskier	Why
Reading H1	Treat revision toward the dated official schedule as accuracy-sensitive.	Penalize the final 90% confidence because humility must mean more doubt.	Confidence can appropriately rise when evidence quality improves.
Reading H2	Flag manager power and lack of supporting evidence.	Call public agreement humility.	Deference under power can mimic openness without accuracy-sensitive revision.
Reading H3	Classify the courteous phrase as PL and avoid a personality inference.	Award humility because the words sound modest.	Language alone does not show evidence engagement or behavioral revision.
Reading H4	Preserve uncertainty while seeking a dated resolution.	Choose one current notice merely to appear decisive.	Conflicting credible evidence warrants bounded uncertainty.
Using the pack	Stay with benign fictional schedules and score only worksheet classifications.	Replace a case with someone's political, religious or workplace belief.	The governed frame excludes compelled disclosure, belief scoring and persuasion.

Common mistakes and fixes

Common mistakes and corrections
Mistake	Fix
Every confidence decrease is labelled humility.	Require an evidence path and inspect power before assigning AR.
High confidence after correction is treated as arrogance.	Judge calibration to source quality, as in H1, not confidence direction alone.
Polite uncertainty is scored as behavioral openness.	Separate words, answer revision, source checking and observable action.
Conflict between two current notices is resolved by guessing.	Assign BU, retain both possibilities and record the verification action.
The fictional worksheet becomes a way to rank another person's ego.	Stop and return to answer-level scoring; no personality inference or compliance target is authorized.

Evidence boundary

What the tutorial may—and may not—claim.

Supportable claim

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

Measurement boundary

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

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.

Negative and limiting 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 wording

become ego-free
humility score proves wisdom
make opponents open-minded
doubt yourself more

Direct source register

Evidence that supports—and limits—the route.

Enhancing Intellectual Humility About Political Topics: An Intervention Tournament Including Five Conceptual Replications

Larissa Knöchelmann; Adina Janßen; Julia Dörbaum; Daniel W. Heck; J. Christopher Cohrs · 2025 · PRIMARY_RESEARCH

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

Increases in Intellectual Humility From Guided Conversations Are Greater When People Perceive Affiliation With Conversation Partners

Katherine R. Thorson; Lindsey A. Beck; Sarah Ketay; Keith M. Welker · 2023 · PRIMARY_RESEARCH

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

Tutorial delivery controls

Learn, adapt, troubleshoot and resume

Estimated timeEstimated 19 min reading and worksheet pass

DifficultyIntroductory

EquipmentBasic stationery or digital tools

SpaceDesk / seated

Method qualityEstablished10 of 10 structural checks present. Automated method-readiness band; human editorial sign-off is separate.

Evidence contextG1; Focused research depthScientific support is evaluated separately from teaching-method structure.

Editorial reviewPending manual sign-offNo human approval is claimed until reviewer, date and content hash are recorded.

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Step-by-step learner mode

Each activity includes its success check, a nearby accessible alternative and an “I’m stuck” correction path. Alternatives preserve the target where possible; when they change the task, Titan labels them as related rather than equivalent.

Copy the five labels and evidence-order rule

Copy the five labels and evidence-order rule. Do not infer humility from a confidence number or courteous phrase alone.

Why this step exists

“Copy the five labels and evidence-order rule” creates the auditable value, condition or statement needed for the tutorial’s later comparison and conclusion.

Success check

A legible entry directly completes “Copy the five labels and evidence-order rule” and records the requested condition, decision or boundary without adding a new claim.

I’m stuck on this step

Reset: Re-read this authored instruction — “Copy the five labels and evidence-order rule. Do not infer humility from a confidence number or courteous phrase alone.” — and its success check, then attempt only this step.

Possible snag: Every confidence decrease is labelled humility.
Correction: Require an evidence path and inspect power before assigning AR.
Possible snag: High confidence after correction is treated as arrogance.
Correction: Judge calibration to source quality, as in H1, not confidence direction alone.

Stop / get help: A governed step-by-step lesson may be completed independently inside its stated limits. Stop if the declared configuration cannot be maintained, uncertainty becomes material, adverse effects appear, or qualified authority is required.

Mark step 1 complete

For each case, read the initial answer/source and record whether you would…

For each case, read the initial answer/source and record whether you would keep or question it before opening the new-evidence column.

Why this step exists

“For each case, read the initial answer/source and record whether you would keep or question it before opening the new-evidence column” creates the auditable value, condition or statement needed for the tutorial’s later comparison and conclusion.

Success check

A legible entry directly completes “For each case, read the initial answer/source and record whether you would keep or question it before opening the new-evidence column” and records the requested condition, decision or boundary without adding a new claim.

I’m stuck on this step

Reset: Re-read this authored instruction — “For each case, read the initial answer/source and record whether you would keep or question it before opening the new-evidence column.” — and its success check, then attempt only this step.

Possible snag: The fictional worksheet becomes a way to rank another person's ego.
Correction: Stop and return to answer-level scoring; no personality inference or compliance target is authorized.

Mark step 2 complete

Read the new evidence and power context

Read the new evidence and power context. Write your own final answer and confidence without looking at the staged model.

Why this step exists

“Read the new evidence and power context” creates the auditable value, condition or statement needed for the tutorial’s later comparison and conclusion.

Success check

A legible entry directly completes “Read the new evidence and power context” and records the requested condition, decision or boundary without adding a new claim.

I’m stuck on this step

Reset: Re-read this authored instruction — “Read the new evidence and power context. Write your own final answer and confidence without looking at the staged model.” — and its success check, then attempt only this step.

Possible snag: The result from “Read the new evidence and power context. Write your own final answer and confidence without looking at the staged model.” does not yet meet this declared check: A legible entry directly completes “Read the new evidence and power context” and records the requested condition, decision or boundary without adding a new claim.
Correction: Return to the start of “Read the new evidence and power context”, reduce complexity or pace, and repeat only the part needed to satisfy: “A legible entry directly completes “Read the new evidence and power context” and records the requested condition, decision or boundary without adding a new claim.”

Mark step 3 complete

Write one observable action: correct the record, verify a conflict, preserve the…

Write one observable action: correct the record, verify a conflict, preserve the current answer or flag unsupported pressure.

Why this step exists

“Write one observable action: correct the record, verify a conflict, preserve the current answer or flag unsupported pressure” creates the auditable value, condition or statement needed for the tutorial’s later comparison and conclusion.

Success check

A legible entry directly completes “Write one observable action: correct the record, verify a conflict, preserve the current answer or flag unsupported pressure” and records the requested condition, decision or boundary without adding a new claim.

I’m stuck on this step

Reset: Re-read this authored instruction — “Write one observable action: correct the record, verify a conflict, preserve the current answer or flag unsupported pressure.” — and its success check, then attempt only this step.

Possible snag: Polite uncertainty is scored as behavioral openness.
Correction: Separate words, answer revision, source checking and observable action.
Possible snag: Conflict between two current notices is resolved by guessing.
Correction: Assign BU, retain both possibilities and record the verification action.

Mark step 4 complete

Choose AR, BU, PL, DF or NI and explain the evidence path

Choose AR, BU, PL, DF or NI and explain the evidence path. Revision counts as accuracy-sensitive only when better evidence supports it.

Why this step exists

“Choose AR, BU, PL, DF or NI and explain the evidence path” fixes the exact Epistemic humility configuration or decision before later observations are compared.

Success check

The output directly answers “Choose AR, BU, PL, DF or NI and explain the evidence path”, names the relevant distinction and stays within the supplied record.

I’m stuck on this step

Reset: Re-read this authored instruction — “Choose AR, BU, PL, DF or NI and explain the evidence path. Revision counts as accuracy-sensitive only when better evidence supports it.” — and its success check, then attempt only this step.

Possible snag: The result from “Choose AR, BU, PL, DF or NI and explain the evidence path. Revision counts as accuracy-sensitive only when better evidence supports it.” does not yet meet this declared check: The output directly answers “Choose AR, BU, PL, DF or NI and explain the evidence path”, names the relevant distinction and stays within the supplied record.
Correction: Return to the start of “Choose AR, BU, PL, DF or NI and explain the evidence path”, reduce complexity or pace, and repeat only the part needed to satisfy: “The output directly answers “Choose AR, BU, PL, DF or NI and explain the evidence path”, names the relevant distinction and stays within the supplied record.”

Mark step 5 complete

Open the staged key, compare without rewriting the original, and finish with…

Open the staged key, compare without rewriting the original, and finish with a non-claim about personality or broad open-mindedness.

Why this step exists

“Open the staged key, compare without rewriting the original, and finish with a non-claim about personality or broad open-mindedness” isolates the named evidence distinction so the learner can interpret Epistemic humility without extending the claim.

Success check

The output directly answers “Open the staged key, compare without rewriting the original, and finish with a non-claim about personality or broad open-mindedness”, names the relevant distinction and stays within the supplied record.

I’m stuck on this step

Reset: Re-read this authored instruction — “Open the staged key, compare without rewriting the original, and finish with a non-claim about personality or broad open-mindedness.” — and its success check, then attempt only this step.

Possible snag: The result from “Open the staged key, compare without rewriting the original, and finish with a non-claim about personality or broad open-mindedness.” does not yet meet this declared check: The output directly answers “Open the staged key, compare without rewriting the original, and finish with a non-claim about personality or broad open-mindedness”, names the relevant distinction and stays within the supplied record.
Correction: Return to the start of “Open the staged key, compare without rewriting the original, and finish with…”, reduce complexity or pace, and repeat only the part needed to satisfy: “The output directly answers “Open the staged key, compare without rewriting the original, and finish with a non-claim about personality or broad open-mindedness”, names the relevant distinction and stays within the supplied record.”

Mark step 6 complete

Correct versus incorrect execution

These accessible process diagrams are built from the tutorial’s own right/wrong teaching. They are not anatomical illustrations and do not add technique beyond the canonical tutorial.

Reading H1 — Confidence can appropriately rise when evidence quality improves.

Correct / safer

Treat revision toward the dated official schedule as accuracy-sensitive.

Wrong / riskier

Penalize the final 90% confidence because humility must mean more doubt.

Reading H2 — Deference under power can mimic openness without accuracy-sensitive revision.

Correct / safer

Flag manager power and lack of supporting evidence.

Wrong / riskier

Call public agreement humility.

Reading H3 — Language alone does not show evidence engagement or behavioral revision.

Correct / safer

Classify the courteous phrase as PL and avoid a personality inference.

Wrong / riskier

Award humility because the words sound modest.

Reading H4 — Conflicting credible evidence warrants bounded uncertainty.

Correct / safer

Preserve uncertainty while seeking a dated resolution.

Wrong / riskier

Choose one current notice merely to appear decisive.

Using the pack — The governed frame excludes compelled disclosure, belief scoring and persuasion.

Correct / safer

Stay with benign fictional schedules and score only worksheet classifications.

Wrong / riskier

Replace a case with someone's political, religious or workplace belief.

Method-structure checklist

10 of 10 structural checks present

Ordered, Power-specific instructions — present
Every activity has a success check — present
Materials or supplied records are declared — present
Measurement or assessment rule is present — present
Tutorial-specific troubleshooting is present — present
Stopping or escalation boundary is present — present
Every activity has an adjacent alternative — present
Correct-versus-incorrect comparison is present — present
Evidence context is bound to the Power record — present
Planning metadata is present — present

The method-readiness band and presence checklist assess tutorial presentation and are separate from evidence quality for the underlying Power. They are automated editorial aids, not human approval.

Manual editorial sign-off: Pending. This tutorial must not display a human-approved state until an identified editor signs the exact content hash.