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.
Tutorial curriculum · current public edition · Revision 7T · Full Tutorial Edition
One source of teaching truth
Full individual tutorial · TLU-PWR-128
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.
Revision 7T · Full Tutorial Edition · complete governed practice tutorial
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.
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.
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.
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.
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.
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.
Progress is saved only in this browser on this device.
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.
01
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.
02
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.
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.
03
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.”
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.
04
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.
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.
05
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.”
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.
06
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.”
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.
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.
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.