Section 147 of 440
FAMILY 24: TEAM & COLLECTIVE INTELLIGENCE
Superdomain: Emotion & Social. This family contains eight stable Power records.
PWR-185 · Shared mental models
Evidence route: Externally gated evidence dossier. Use the linked canonical tutorial for current teaching, accessibility, safety and editorial-review status; this evidence dossier does not enlarge that tutorial’s authority.
Summary. Teams can build a clearer shared picture of the task—provided disagreement and missing information remain visible.
Definition. Capability to develop or express shared mental models in a declared context without inheriting broader claims.
What the current evidence supports. Teams can improve task-relevant shared models through briefing and guided review, with evidence bounded to specialized configurations.
Measurement boundary. Declare task, member roles, model elicitation, agreement and accuracy, dissent, information gaps, turnover, tool support, performance and harms; similarity is not truth.
Myth. Fuse a team into one perfectly aligned mind
Metric. Task-relevant model accuracy, calibrated agreement, dissent use and team outcome
Boundary. High agreement cannot establish truth, legitimacy, learning or collective intelligence.
Negative and limiting findings.
Low-fidelity and specialized simulations did not establish live public, clinical or institutional outcomes.
Agreement can conceal missing information and is not itself correctness.
Claims this evidence cannot support.
one team mind
perfect alignment
eliminate disagreement
shared-model score ranks teams
culture-fit surveillance
Evidence references. [6] primary empirical support; limiting or contrary evidence; [16] primary empirical support; limiting or contrary evidence; [18] official boundary context; [19] limiting or contrary evidence; official boundary context.
Next gate. External confirmation is required before higher-authority use because: a clinical, high-risk or regulated configuration.
PWR-186 · Distributed expertise
Evidence route: Externally gated evidence dossier. Use the linked canonical tutorial for current teaching, accessibility, safety and editorial-review status; this evidence dossier does not enlarge that tutorial’s authority.
Summary. A team does not gain from expertise merely because it exists. People need safe routes to contribute—and a system that actually responds.
Definition. Capability to develop or express distributed expertise in a declared context without inheriting broader claims.
What the current evidence supports. Teams can access distributed expertise more reliably when leaders invite contribution and the receiving system is safe, but shared information still dominates discussion.
Measurement boundary. Declare information distribution, expertise validation, contribution opportunity, hierarchy, speak-up attempt, receiver response, closure, retaliation, outcome and harm; voice count is not safety.
Myth. Hire experts and the truth will automatically surface
Metric. Critical unshared information integrated, acted on and closed without retaliation
Boundary. Expertise inventories, airtime or self-reported safety cannot prove that the system listens or prevents harm.
Negative and limiting findings.
Groups systematically over-discussed shared information and missed critical unshared evidence.
Discouraging leadership cut simulated speak-up sharply despite identical junior training.
Claims this evidence cannot support.
just speak up
expertise always surfaces
psychological-safety score proves safety
silent workers lack courage
map everyone’s expertise covertly
Evidence references. [1] primary empirical support; limiting or contrary evidence; [5] primary empirical support; limiting or contrary evidence; [8] primary empirical support; limiting or contrary evidence; [18] official boundary context; [19] limiting or contrary evidence; official boundary context.
Next gate. External confirmation is required before higher-authority use because: a clinical, high-risk or regulated configuration.
PWR-187 · Team synchrony
Evidence route: Externally gated evidence dossier. Use the linked canonical tutorial for current teaching, accessibility, safety and editorial-review status; this evidence dossier does not enlarge that tutorial’s authority.
Summary. Moving together can increase cooperation—and also obedience. Titan treats synchrony as a double-edged influence, not a teamwork shortcut.
Definition. Capability to develop or express team synchrony in a declared context without inheriting broader claims.
What the current evidence supports. Synchronous action can change immediate cooperation and affiliation, but the same mechanism can increase destructive obedience.
Measurement boundary. Declare activity, voluntariness, authority, affiliation, cooperation, dissent, harmful compliance, delay and real outcome; temporal alignment is not team quality.
Myth. Synchronize a group into unstoppable unity
Metric. Cooperation, dissent and harmful compliance after voluntary synchronous activity
Boundary. Synchrony cannot prove trust, morality, safety or durable team performance.
Negative and limiting findings.
Synchrony increased compliance with an ostensibly destructive request.
No durable field-team performance or retention was shown.
Claims this evidence cannot support.
synchronize a team into trust
cohesion is always good
rituals make people loyal
collective flow guarantees performance
use synchrony to overcome resistance
Evidence references. [11] limiting or contrary evidence; [12] primary empirical support; limiting or contrary evidence; [19] limiting or contrary evidence; official boundary context.
Next gate. External confirmation is required before higher-authority use because: a clinical, high-risk or regulated configuration; a supervision or non-attempt boundary.
PWR-188 · Collective decision making
Evidence route: Externally gated evidence dossier. Use the linked canonical tutorial for current teaching, accessibility, safety and editorial-review status; this evidence dossier does not enlarge that tutorial’s authority.
Summary. Groups can be smarter than their members in one configuration and worse in another. Titan will not reduce that complexity to a collective IQ.
Definition. Capability to develop or express collective decision making in a declared context without inheriting broader claims.
What the current evidence supports. Groups can outperform individuals under specific competence, information and communication configurations—and can also perform worse.
Measurement boundary. Declare members, individual competence, task battery, information distribution, aggregation, confidence, best-member comparator, affected-person outcome, harms and delay; a latent factor is not human worth.
Myth. Measure the intelligence of any team with one score
Metric. Outcome relative to best member and alternatives under declared information, competence and rights
Boundary. A task-battery factor cannot rank team worth, guarantee wisdom or erase affected-person rights.
Negative and limiting findings.
Dyads with unequal sensitivity could do worse than their best member.
Later experiments did not support turn-taking or gender-composition explanations and challenged the original factor account.
Claims this evidence cannot support.
collective IQ score
rank the smartest teams
two heads are always better
more women makes a team intelligent
AI reveals group intelligence
Evidence references. [4] primary empirical support; limiting or contrary evidence; [8] primary empirical support; limiting or contrary evidence; [13] primary empirical support; limiting or contrary evidence; [14] primary empirical support; limiting or contrary evidence; [18] official boundary context; [19] limiting or contrary evidence; official boundary context; [20] limiting or contrary evidence; official boundary context.
Next gate. External confirmation is required before higher-authority use because: a clinical, high-risk or regulated configuration.
PWR-189 · Swarm coordination
Evidence route: Externally gated evidence dossier. Use the linked canonical tutorial for current teaching, accessibility, safety and editorial-review status; this evidence dossier does not enlarge that tutorial’s authority.
Summary. Crowds can self-organize through simple local behavior. At high density the same dynamics can become deadly—so this is a modeling field, not a public tutorial.
Definition. Capability to develop or express swarm coordination in a declared context without inheriting broader claims.
What the current evidence supports. Human crowds show emergent movement coordination under simple tasks, but trainability and safe transfer are not established.
Measurement boundary. Declare crowd size, density, environment, informed members, goal, visibility, trajectories, collisions, consent, authority and safety outcome; emergence is not wisdom or trainability.
Myth. Unlock a human hive mind
Metric. Trajectory coordination, time, error and collision risk in an authorized declared crowd model
Boundary. Emergent movement cannot establish trainability, wisdom, consent or safe real-event control.
Negative and limiting findings.
Local rules can generate dangerous turbulence at extreme density.
Simple walking coordination does not establish deliberate trainable collective intelligence.
Claims this evidence cannot support.
human hive mind
train swarm intelligence
control a crowd invisibly
leaderless crowds are wise
DIY evacuation experiment
Evidence references. [3] primary empirical support; limiting or contrary evidence; [10] primary empirical support; limiting or contrary evidence; [19] limiting or contrary evidence; official boundary context.
Next gate. External confirmation is required before higher-authority use because: a clinical, high-risk or regulated configuration; a supervision or non-attempt boundary; a restricted safety or legitimacy boundary.
PWR-190 · Transactive memory
Evidence route: Externally gated evidence dossier. Use the linked canonical tutorial for current teaching, accessibility, safety and editorial-review status; this evidence dossier does not enlarge that tutorial’s authority.
Summary. Teams can remember more by knowing who knows what—but only if knowledge is accessible, documented and resilient when people leave.
Definition. Capability to develop or express transactive memory in a declared context without inheriting broader claims.
What the current evidence supports. Teams trained together can develop transactive memory that improves a bounded group task, with field associations in project teams.
Measurement boundary. Declare expertise domains, validation, retrieval, records, membership stability, access, error, redundancy, communication channel, delay and team outcome; knowing whom to ask is not knowledge retention.
Myth. Build a team that never forgets
Metric. Correct retrieval, redundancy and task outcome across delay and membership change
Boundary. An expertise map cannot replace documentation, prove institutional memory or justify surveillance.
Negative and limiting findings.
Evidence relied on stable small groups and bounded tasks.
Face-to-face communication effects did not generalize to every channel, and observational field associations do not prove causation.
Claims this evidence cannot support.
team memory never forgets
map who knows everything
replace documentation with key people
identify expendable workers
organizational memory score
Evidence references. [15] primary empirical support; limiting or contrary evidence; [17] primary empirical support; limiting or contrary evidence; [18] official boundary context; [19] limiting or contrary evidence; official boundary context.
Next gate. External confirmation is required before higher-authority use because: a clinical, high-risk or regulated configuration.
PWR-191 · Group creativity
Evidence route: Evidence dossier with a non-prescriptive guide frame. Use the linked canonical tutorial for current teaching, accessibility, safety and editorial-review status; this evidence dossier does not enlarge that tutorial’s authority.
Summary. Groups are not automatically more creative. The format matters: ordinary brainstorming can block ideas, while structured exchange can help.
Definition. Capability to develop or express group creativity in a declared context without inheriting broader claims.
What the current evidence supports. Structured written idea exchange can aid generation, while conventional interactive brainstorming often underperforms pooled individuals.
Measurement boundary. Declare prompt, individual baseline, interaction format, quantity, independent novelty/feasibility, selection, implementation, attribution, power and delay; enthusiasm is not creativity.
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.
Negative and limiting findings.
Interactive brainstorming groups generated fewer ideas than nominal groups under common conditions.
Idea quantity did not establish novelty, feasibility, implementation or equitable credit.
Claims this evidence cannot support.
brainstorming unlocks genius
more voices always mean more creativity
idea count proves innovation
AI owns the group idea
leader gets sole credit
Bounded non-prescriptive guide frame
Purpose. Explain group-creativity architecture while protecting dissent, equitable attribution and power from the myth that enthusiasm equals innovation.
This frame supports conceptual observation and reflection only. It collects no answers, stores nothing, produces no score, and does not become a training protocol.
What this frame may discuss.
Evidence and measurement boundaries for group creativity
Task specificity, access configurations and negative findings
Limits on transfer, efficacy and authority
Conceptual observations.
Conceptually compare interactive brainstorming with pooled individual idea generation.
Keep idea quantity, novelty, feasibility, implementation and equitable credit as separate outcomes.
Reflection prompts.
Whose ideas, dissent or labour might disappear in the group total?
How would novelty and credit be judged independently of status or enthusiasm?
Accessibility alternatives.
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.
Stop the 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.
Escalation boundary.
- High-stakes group design requires affected-person participation, fair attribution rules, accessibility and accountable facilitation.
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 it 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.
Evidence references. [2] primary empirical support; limiting or contrary evidence; [9] primary empirical support; limiting or contrary evidence; [19] limiting or contrary evidence; official boundary context.
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.
PWR-192 · Institutional learning
Evidence route: Externally gated evidence dossier. Use the linked canonical tutorial for current teaching, accessibility, safety and editorial-review status; this evidence dossier does not enlarge that tutorial’s authority.
Summary. An institution has not learned because it held a review. Learning means the system changed, the lesson survived and affected people saw the result.
Definition. Capability to develop or express institutional learning in a declared context without inheriting broader claims.
What the current evidence supports. Structured reviews can improve later team performance, but institutional learning requires a receiving system that acts, protects, retains and closes feedback.
Measurement boundary. Declare institution, event/outcome, evidence, reporting route, receiver action, policy/practice change, implementation, retention, recurrence, retaliation, affected-person remedy and delay; review completion is a proxy.
Myth. Run one debrief and become a learning organization
Metric. Verified change, recurrence, outcome, retention and affected-person remedy after review
Boundary. Reports, meetings, psychological-safety surveys or policies cannot alone prove institutional learning.
Negative and limiting findings.
Evidence is strongest for bounded teams and repeated training tasks, not whole institutions.
Self-reported safety, report volume and review completion do not prove correction or affected-person benefit.
Claims this evidence cannot support.
learning organization score
every failure makes us stronger
blame-free means consequence-free
one after-action review fixes culture
count reports as improvement
Evidence references. [1] primary empirical support; limiting or contrary evidence; [5] primary empirical support; limiting or contrary evidence; [7] primary empirical support; limiting or contrary evidence; [16] primary empirical support; limiting or contrary evidence; [18] official boundary context; [19] limiting or contrary evidence; official boundary context; [20] limiting or contrary evidence; official boundary context.
Next gate. External confirmation is required before higher-authority use because: a clinical, high-risk or regulated configuration; cultural, community-rights or affected-person authority.
Family source register
Numbers in each dossier refer to this family register. A source can support one bounded proposition while simultaneously limiting transfer, certainty, generalisation or safety.
[1] Ingrid M. Nembhard; Amy C. Edmondson (2006). Making it safe: the effects of leader inclusiveness and professional status on psychological safety and improvement efforts in health care teams. Primary research. https://onlinelibrary.wiley.com/doi/10.1002/job.413
[2] Paul B. Paulus; Huei-Chuan Yang (2000). Idea Generation in Groups: A Basis for Creativity in Organizations. Primary research. https://www.sciencedirect.com/science/article/pii/S0749597800928887
[3] John R. G. Dyer; Christos C. Ioannou; Lesley J. Morrell; Darren P. Croft; Iain D. Couzin; Dean A. Waters; Jens Krause (2008). Consensus decision making in human crowds. Primary research. https://research-information.bris.ac.uk/en/publications/consensus-decision-making-in-human-crowds/
[4] Timothy Bates; Shivani Gupta (2017). Smart groups of smart people: Evidence for IQ as the origin of collective intelligence in the performance of human groups. Primary research. https://www.research.ed.ac.uk/en/publications/smart-groups-of-smart-people-evidence-for-iq-as-the-origin-of-col/
[5] Marco J. Barzallo Salazar; Howard Minkoff; Jyothshna Bayya; Brian Gillett; Helen Onoriode; Jeremy Weedon; Lisa Altshuler; Nelli Fisher (2014). Influence of surgeon behavior on trainee willingness to speak up: a randomized controlled trial. Primary research. https://pubmed.ncbi.nlm.nih.gov/25256368/
[6] Michelle A. Marks; Stephen J. Zaccaro; John E. Mathieu (2000). Performance implications of leader briefings and team-interaction training for team adaptation to novel environments. Primary research. https://pubmed.ncbi.nlm.nih.gov/11125660/
[7] Shmuel Ellis; Inbar Davidi (2005). After-event reviews: drawing lessons from successful and failed experience. Primary research. https://pubmed.ncbi.nlm.nih.gov/16162059/
[8] Garold Stasser; William Titus (1985). Pooling of unshared information in group decision making: Biased information sampling during discussion. Primary research. https://doi.org/10.1037/0022-3514.48.6.1467
[9] Michael Diehl; Wolfgang Stroebe (1987). Productivity loss in brainstorming groups: Toward the solution of a riddle. Primary research. https://doi.org/10.1037/0022-3514.53.3.497
[10] Mehdi Moussaïd; Dirk Helbing; Guy Theraulaz (2011). How simple rules determine pedestrian behavior and crowd disasters. Primary research. https://pubmed.ncbi.nlm.nih.gov/21502518/
[11] Scott Wiltermuth (2012). Synchrony and destructive obedience. Primary research. https://www.tandfonline.com/doi/full/10.1080/15534510.2012.658653
[12] Scott S. Wiltermuth; Chip Heath (2009). Synchrony and Cooperation. Primary research. https://pubmed.ncbi.nlm.nih.gov/19152536/
[13] Bahador Bahrami; Karsten Olsen; Peter E. Latham; Andreas Roepstorff; Geraint Rees; Chris D. Frith (2010). Optimally interacting minds. Primary research. https://pubmed.ncbi.nlm.nih.gov/20798320/
[14] Anita Williams Woolley; Christopher F. Chabris; Alex Pentland; Nada Hashmi; Thomas W. Malone (2010). Evidence for a Collective Intelligence Factor in the Performance of Human Groups. Primary research. https://pubmed.ncbi.nlm.nih.gov/20929725/
[15] Diane Wei Liang; Richard Moreland; Linda Argote (1995). Group Versus Individual Training and Group Performance: The Mediating Role of Transactive Memory. Primary research. https://journals.sagepub.com/doi/10.1177/0146167295214009
[16] Kimberly A. Smith-Jentsch; Janis A. Cannon-Bowers; Scott I. Tannenbaum; Eduardo Salas (2008). Guided Team Self-Correction: Impacts on Team Mental Models, Processes, and Effectiveness. Primary research. https://journals.sagepub.com/doi/10.1177/1046496408317794
[17] Kyle Lewis (2004). Knowledge and Performance in Knowledge-Worker Teams: A Longitudinal Study of Transactive Memory Systems. Primary research. https://pubsonline.informs.org/doi/abs/10.1287/mnsc.1040.0257
[18] Agency for Healthcare Research and Quality (2023). TeamSTEPPS 3.0. Official authority. https://www.ahrq.gov/teamstepps-program/updated/index.html
[19] Information Commissioner’s Office (2023). Employment practices and data protection: monitoring workers. Official authority. https://ico.org.uk/for-organisations/uk-gdpr-guidance-and-resources/employment/monitoring-workers/
[20] National Institute for Health and Care Excellence (2021). Shared decision making. Official authority. https://www.nice.org.uk/guidance/ng197