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Phase Fourteen Educator Tabletop Review

This is the complete web edition of the canonical project document. Its narrative, recommendations, evidence tables and source links are presented below without abridgment.

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Project, Research, Analysis, Editorial by Patrick Russell; assisted by ChatGPT (OpenAI).

California Education and AI Educator Tabletop Review

Phase Fourteen Unseen calibration exercises and readiness decision package

Package date September 13 2026 Informational review design No outreach or student participation

Review field

Entry

Responsible person

________________________________________

Organization or office

________________________________________

Review session date

________________________________________

Determination status

________________________________________

Phase Fourteen purpose

This package moves the Phase Twelve task packets and Phase Thirteen dry run into a controlled educator review. It supplies new synthetic examples, blank scoring records, separate adjudication guidance, boundary challenges, workload fields, and a final decision form. Educators can use it to determine whether the instructions are clear enough to enter the appropriate local review process.

The package does not record a completed educator review. No educator, student, course, or institution participated in its preparation. The adjudication bands are proposed reference points for calibration, not verified correct scores or evidence about Thomas Aquinas College, Berkeley Law, or any other institution.

Package sections

Section

Reviewer use

Control

Session plan

Assign roles, timing, evidence, and stop authority.

Complete before opening exercises.

Packet A exercises

Score four unseen formation responses.

Do not open the Packet A key first.

Packet B exercises

Score four unseen legal responses and boundary challenges.

Do not open the Packet B key first.

Calibration record

Calculate agreement and document disagreements.

Use unseen examples after discussion.

Readiness decision

Choose revise, ready for determination, or pause.

No student use follows automatically.

Standing boundary

K through 12 student facing artificial intelligence conditions remain paused until operative policy, age, consent, parent authority, privacy, accessibility, and developmental safeguards are verified. This tabletop package does not alter that boundary.

Tabletop review session plan

Role

Responsibility

Assigned person

Facilitator

Protects sequence, timing, and separation between exercises and keys.

____________________________

Rater one

Scores independently and cites evidence for every dimension.

____________________________

Rater two

Scores independently without seeing Rater one's record.

____________________________

Adjudicator

Applies anchors after independent scoring and records unresolved questions.

____________________________

Policy reviewer

Tests authorization, privacy, accessibility, and non AI alternative rules.

____________________________

Recorder

Tracks time, deviations, decisions, and changes to the packet.

____________________________

Suggested one hundred twenty minute session

Minutes

Activity

Output

0 to 10

Confirm scope, roles, materials, and stop authority.

Signed launch record

10 to 25

Review common scoring anchors without seeing adjudication keys.

Questions recorded

25 to 50

Score Packet A examples independently.

Two score sheets

50 to 65

Open Packet A key and adjudicate differences.

Revision record

65 to 90

Score Packet B examples and boundary challenges independently.

Two score sheets

90 to 105

Open Packet B key and adjudicate differences.

Revision record

105 to 115

Calculate agreement and assess workload and safeguards.

Calibration summary

115 to 120

Choose revise, ready for determination, or pause.

Decision and basis

Stop authority

Any reviewer may stop the exercise if the answer key was opened early, scoring was discussed before independent completion, a real person's information appears, or a participant cannot distinguish the target reasoning from writing style, confidence, disability, or background.

Separation and evidence control protocol

Before the session

1. Give each rater a copy containing the exercise pages and blank score sheets only.

2. Keep the Packet A and Packet B adjudication pages with the facilitator.

3. Assign anonymous rater codes and record the packet version.

4. Confirm that all examples are synthetic or previously cleared and contain no real student or client data.

5. Register the exact scoring dimensions, missing evidence rule, and agreement calculation before scoring.

During independent scoring

  • Raters do not discuss the response, infer the intended band, or compare totals.
  • Each score cites a phrase, reasoning step, omission, or oral record that supports it.
  • A dash records unavailable evidence. It is excluded from agreement calculations.
  • Fluency, confidence, vocabulary, speed, and conformity to a preferred conclusion do not substitute for the registered dimension.

After independent scoring

1. The recorder enters both scores without changing either original sheet.

2. The facilitator calculates exact agreement and agreement within one point.

3. The adjudication key is opened only after the initial figures are recorded.

4. Raters identify whether each disagreement arose from the task, anchor, example, or rater application.

5. A new unseen set must be scored after any substantive clarification. The training set cannot prove reliability.

Version record

Field

Entry

Packet version

____________________________________________

Exercise copies issued

____________________________________________

Keys held by

____________________________________________

Premature access or discussion

None Yes and explained __________________________

Evidence source verified

Synthetic Previously cleared Other ______________

Packet A unseen formation exercise

Synthetic source The Village Well Dialogue

A resident says the village well is safe because families have used it for fifty years. An inspector replies that long use matters, but safety depends on what entered the water, when it was tested, and whether the test could detect the relevant danger. The resident objects that waiting for perfect evidence would close every well. The inspector answers that action does not require certainty, but responsible judgment must connect the decision to the best available evidence, state the remaining risk, and identify what result would require a change.

Registered task

State the dialogue's central claim about responsible judgment. Identify the strongest evidence for continued use, explain the strongest objection to that evidence, answer the objection without demanding certainty, and name one result that should change the decision. Distinguish the history of use from direct evidence about present safety.

Scoring dimensions

Dimension

Evidence to identify

Accuracy

Represents the dialogue's claim and qualifications without distortion.

Reasoning

Connects history, testing, uncertainty, and the decision.

Evidence selection

Distinguishes indirect history from direct present evidence.

Objection and response

Treats the cost of waiting fairly and gives a reasoned answer.

Correction and humility

States uncertainty and a result that would change the judgment.

Transfer

Not scored in this calibration exercise.

Oral ownership

Not scored without a separate protected oral record.

Instruction to raters

Score each written response from 0 through 4 on the first five dimensions. Do not score transfer or oral ownership. Do not open the Packet A adjudication key until both score sheets are complete and the initial agreement record is locked.

Packet A unseen responses

Response A1

The well is safe because people have used it for a long time. The inspector wants more testing, but no one can ever be completely certain. It should stay open unless people become sick.

Response A2

The dialogue says a decision should use the best evidence available instead of waiting for certainty. Fifty years of use is some evidence because obvious harm may have appeared, but it does not show whether a new contaminant exists or whether anyone looked for it. Closing the well may also harm the village. A current test designed for the suspected danger could justify continued use, while a positive result should change the decision.

Response A3

Responsible judgment is conditional action tied to relevant evidence and a stated revision rule. The well's history lowers concern only for harms that ordinary experience would reveal; it says little about a recent or invisible contaminant. The strongest objection is that broad testing and closure can impose costs before a danger is proven. The answer is proportionate action: test for the plausible hazard, describe what remains unknown, and limit or continue use according to the result. A verified level above the registered safety limit would require a change.

Response A4

The epistemological tension concerns induction, risk, and prudential action. Tradition provides a socially embedded prior, whereas inspection offers instrumental rationality. Both perspectives contain value, so leaders should seek balance, dialogue, and community trust before acting.

Rater caution

Response A4 is intentionally polished. Score only the registered evidence. Do not reward specialized vocabulary when the response omits the decisive present evidence, serious objection, answer, or revision condition.

Packet A independent score sheet

Response

Accuracy

Reasoning

Evidence

Objection

Correction

Evidence note

A1

__

__

__

__

__

____________________________

A2

__

__

__

__

__

____________________________

A3

__

__

__

__

__

____________________________

A4

__

__

__

__

__

____________________________

Evidence citations

Response

Strongest evidence for score

Most important omission or limit

A1

________________________________

________________________________

A2

________________________________

________________________________

A3

________________________________

________________________________

A4

________________________________

________________________________

Independent completion record

Field

Entry

Rater code

________________________

Start and finish time

________________________

Key viewed before completion

No Yes and explain __________________________

Scoring question

____________________________________________

Signature or initials

________________________

Packet A adjudication key

Open this page only after both independent Packet A score sheets and the initial agreement figures are recorded. The bands are provisional calibration references, not verified student standards. A rater may depart from a band only by citing stronger evidence under the registered anchor.

Response

Expected band

Decisive evidence

Likely scoring error

A1

1 to 2

States a conclusion and uncertainty but relies on longevity and waits for illness.

Rewarding a stated conclusion as coherent reasoning.

A2

3

Separates historical and current evidence, answers the closure objection, and names a revision result.

Withholding 3 because the response is not exhaustive.

A3

3 to 4

Integrates evidence limits, proportionate action, objection, and a registered change condition.

Assigning 4 automatically because the prose is polished.

A4

1 to 2

Names abstractions but omits direct evidence, a developed objection, an answer, and a change condition.

Mistaking vocabulary and balance language for demonstrated reasoning.

Adjudication questions

1. Did either rater score the conclusion instead of the reasoning that supports it?

2. Did either rater reward fluency, vocabulary, confidence, or agreement with the expected conclusion?

3. Did the evidence selection score distinguish long use from direct testing?

4. Did the objection score require both a fair objection and a relevant answer?

5. Did correction and humility require a specific condition that would change the judgment?

Packet A revision record

Issue

Cause

Revision before new set

________________

Task Anchor Example Rater

________________________________

________________

Task Anchor Example Rater

________________________________

________________

Task Anchor Example Rater

________________________________

Packet B unseen legal exercise

Fictional Campus Learning Records Rule

Provision

Synthetic rule

Rule 11a

A school may disclose a maintained learning record only with current specific written consent.

Rule 11b

Consent must name the record category, recipient, and purpose and expires after one year.

Rule 11c

An emergency disclosure requires an imminent specific threat and must be limited to a recipient able to reduce it.

Rule 11d

Information is deidentified only when a reasonable recipient cannot reconnect it to a person using the disclosed details.

Rule 11e

An approved vendor may process a record solely under school instructions and may not retain it for model training or another purpose.

Fictional fact pattern

Professor Arden keeps a file containing student Leo Park's tutoring notes, disability accommodation, grades, and a message saying he is exhausted before final examinations. Leo signed a consent eighteen months ago allowing tutoring summaries to be sent to his academic advisor. The professor uploads the entire file to an approved writing vendor using the school account and instructs it to identify learning weaknesses. The vendor contract permits school directed processing but forbids model training. The professor also sends a summary labeled LP to a parent association, including Leo's rare major, hometown, accommodation, and exact grades. The professor says both actions are justified by consent, deidentification, and concern for Leo's safety.

Registered task

Using only Rules 11a through 11e, analyze the vendor processing and the parent association disclosure separately. Address consent, scope, expiration, emergency, deidentification, data minimization under the stated rules, and the fact most likely to change each conclusion.

The authority and facts are fictional. The exercise is not legal advice and contains no real person or record.

Packet B unseen responses

Response B1

The professor can use the vendor because it is approved. The parent association received only initials, so the summary is deidentified. The old consent and safety concern also support both disclosures.

Response B2

The consent expired and named only the advisor, so it does not authorize either recipient. The vendor may process records under Rule 11e, but the professor should have sent only tutoring material because the task was to identify learning weaknesses. The parent summary is not deidentified if the rare major, hometown, accommodation, and grades allow recognition. Exhaustion alone does not establish an imminent specific threat. A current consent or facts showing such a threat could change the analysis.

Response B3

Rule 11e supplies a processing basis for the approved vendor if the school instruction stays within the contract and the vendor does not train on the record. The upload nevertheless includes material unrelated to the stated learning task, which weakens the claimed scope. The parent association is not covered by Rule 11e or the expired advisor consent. Initials do not prevent reidentification when the combined details point to Leo. Rule 11c also fails on the stated facts because no imminent specific threat is identified and the association is not shown able to reduce one. Narrower vendor input and a current recipient specific consent would materially change the conclusions.

Response B4

Educational innovation requires flexibility. The professor acted compassionately and used an approved system, while the parent association serves the community. Privacy should be balanced against safety and educational improvement.

Instruction to raters

Score issue recognition, rule and authority, application, counterargument, verification, judgment, and authorship from 0 through 4. Oral ownership and transfer are unavailable and must remain unscored.

Packet B independent score sheet

Response

Issues

Rule

Apply

Counter

Verify

Judge

Author

Evidence note

B1

__

__

__

__

__

__

__

________________

B2

__

__

__

__

__

__

__

________________

B3

__

__

__

__

__

__

__

________________

B4

__

__

__

__

__

__

__

________________

Evidence citations

Response

Strongest evidence for score

Most important omission or limit

B1

________________________________

________________________________

B2

________________________________

________________________________

B3

________________________________

________________________________

B4

________________________________

________________________________

Independent completion record

Field

Entry

Rater code

________________________

Start and finish time

________________________

Key viewed before completion

No Yes and explain __________________________

Scoring question

____________________________________________

Signature or initials

________________________

Packet B adjudication key

Open this page only after both independent Packet B score sheets and the initial agreement figures are recorded. The expected bands test use of the registered fictional authority and do not establish a law school grading standard.

Response

Expected band

Decisive evidence

Likely scoring error

B1

1 to 2

Relies on approval, initials, expired consent, and generalized safety without applying the rule elements.

Rewarding correct terms without rule application.

B2

3

Covers consent, vendor scope, reidentification, emergency, and change facts with minor incompleteness.

Demanding every possible issue before awarding competent performance.

B3

3 to 4

Separates recipients and bases, applies each provision, identifies scope limits, and qualifies change facts.

Treating length or confidence as proof of score 4.

B4

0 to 1

Uses values language but does not identify or apply the supplied provisions.

Rewarding compassionate tone or a balanced conclusion.

Adjudication questions

1. Did the rater analyze the vendor and parent association as separate recipients and legal bases?

2. Did rule and authority scoring require accurate use of the supplied provisions rather than citation form alone?

3. Did verification scoring require checking every attributed rule and fact against the closed packet?

4. Did judgment scoring connect the degree of certainty to the evidence instead of rewarding caution or confidence?

5. Did authorship remain unscored where no protected explanation established personal ownership?

Packet B revision record

Issue

Cause

Revision before new set

________________

Task Anchor Example Rater

________________________________

________________

Task Anchor Example Rater

________________________________

________________

Task Anchor Example Rater

________________________________

Bounded critique challenge cards

Each rater marks Permit, Reject and continue, or Stop. The course rule and approved tool are assumed only for the synthetic tabletop exercise. In a real setting, missing authorization requires H0 human only.

Card

Proposed tool action

Rater decision

Reason

C1

List three weaknesses, cite only Rule 11 locators, and ask one question for each.

________________

____________________________

C2

Rewrite the analysis into a stronger memorandum using only the supplied rules.

________________

____________________________

C3

Add a federal privacy statute that the student did not receive.

________________

____________________________

C4

Return four weaknesses because the fourth is important.

________________

____________________________

C5

Ask the student to verify whether Rule 11b consent has expired.

________________

____________________________

C6

Infer that the student probably used another tool because the writing style changed.

________________

____________________________

C7

Process a real accommodation record after replacing the name with initials.

________________

____________________________

C8

Output Boundary stop because the source packet is missing.

________________

____________________________

Bounded critique facilitator key

Card

Expected decision

Basis

C1

Permit

Matches the fixed critique format.

C2

Stop

Rewriting substitutes for the student's target work.

C3

Stop

Outside authority changes the closed source condition.

C4

Reject and continue

The fourth item exceeds the registered limit and must be discarded.

C5

Permit

A source bounded verification question is allowed.

C6

Stop

Style difference and detector inference cannot establish unauthorized use.

C7

Stop

Initials do not make a real sensitive record safe for the exercise.

C8

Permit

The boundary stop is the required response to missing sources.

Safeguard and feasibility review

Review area

Question

Status and evidence

Authorization

Does the operative course rule permit the exact function and condition?

Pass Revise Stop Evidence __________________

Approved account

Is the named tool and account approved for the proposed information?

Pass Revise Stop Evidence __________________

Data minimization

Can the exercise use synthetic or cleared material with fewer retained fields?

Pass Revise Stop Evidence __________________

Deletion

Are the deletion date, owner, and retained outputs defined?

Pass Revise Stop Evidence __________________

Accessibility

Are authorized assistive tools preserved without confusing response mode with target reasoning?

Pass Revise Stop Evidence __________________

Equivalent route

Does the non AI route preserve instruction, time, feedback, credit, and opportunity?

Pass Revise Stop Evidence __________________

Workload

Which ordinary activity is replaced, and who completes scoring and follow up?

Pass Revise Stop Evidence __________________

Interpretation

Are institutional ranking, misconduct inference, and causal claims prohibited?

Pass Revise Stop Evidence __________________

Actual session workload

Activity

Planned minutes

Actual minutes

Displaced work or burden

Preparation

______

______

____________________________

Independent scoring

______

______

____________________________

Adjudication

______

______

____________________________

Safeguard review

______

______

____________________________

Revision and decision

______

______

____________________________

Official sources Student privacy and education technology | HHS research protections | Berkeley appropriate use guidance

Calibration calculation and interpretation

Score comparison record

Measure

Packet A

Packet B

Combined

Comparable dimension scores

______

______

______

Exact agreements

______

______

______

Differences of one point

______

______

______

Differences of two or more

______

______

______

Missing evidence handled correctly

______

______

______

Boundary violations identified

NA

______

______

Calculations

Exact agreement Exact agreements divided by comparable scores multiplied by 100 Result __________ percent

Within one point Exact agreements plus one point differences divided by comparable scores multiplied by 100 Result __________ percent

Critical rule agreement Correct verification errors, boundary violations, and missing evidence decisions divided by applicable decisions multiplied by 100 Result __________ percent

Proposed readiness thresholds

Measure

Threshold

Result

Pass

Exact agreement

At least 80 percent

________

Yes No

Within one point

100 percent

________

Yes No

Verification errors

100 percent

________

Yes No

Boundary violations

100 percent

________

Yes No

Missing evidence

100 percent

________

Yes No

The proposed thresholds are operating rules for this investigation. They are not published institutional standards. Failure requires clarification and a new unseen scoring set; it does not justify deleting difficult examples or averaging unresolved scores.

Official sources What Works Clearinghouse standards and protocols

Tabletop readiness decision

Decision field

Packet A

Packet B

Task instructions were clear

Yes No

Yes No

Scoring anchors were applied consistently

Yes No

Yes No

Missing evidence was handled correctly

Yes No

Yes No

Boundary and stop rules were clear

Yes No

Yes No

Safeguards can be verified locally

Yes No Unresolved

Yes No Unresolved

Workload can be absorbed or offset

Yes No Unresolved

Yes No Unresolved

Ready for local determination

Yes No

Yes No

Required decision

Decision

Select

Basis

Revise and repeat

____

A task, anchor, example, safeguard, or workload record produced inconsistent interpretation.

Ready for determination

____

The packet is clear enough to enter the applicable teaching, legal, privacy, accessibility, and research review.

Pause

____

Authorization, approved tool, privacy, equivalent route, rater capacity, or workload remains unresolved.

Decision record

Field

Entry

Selected decision

____________________________________________

Evidence supporting decision

________________________________________________________________________________________

Required revision

________________________________________________________________________________________

Responsible person

____________________________________________

Next review date

____________________________________________

Phase Fourteen evidence record and handoff

Evidence status

Evidence layer

What Phase Fourteen provides

Claim

A complete educator tabletop package for the two Phase Twelve packet types.

Practice

New unseen synthetic exercises, separate keys, score sheets, boundary challenges, and decision forms.

Immediate result

The package is ready for independent educator scoring and safeguard review.

Durable result

None until human raters complete unseen examples and later student performance is lawfully observed.

Context

No institution, educator, or student has used this package; no outreach occurred.

Gap

Human calibration, local course mapping, authorization, approved tools, workload, privacy, accessibility, retention, and transfer remain unverified.

Phase Fifteen task

Phase Fifteen should convert the completed educator tabletop records into a final preimplementation determination. It should preserve both original score sheets, calculate agreement, document every revision, verify the course rule and approved account, and decide whether to authorize only a human benchmark, authorize a bounded higher education comparison, or pause.

Limits on expansion

  • A tabletop pass permits formal local review; it does not authorize student participation.
  • A human only benchmark must use an existing educational activity and preserve ordinary support and accommodations.
  • A bounded artificial intelligence condition requires express course authorization, an approved account, a frozen human first record, a verified equivalent alternative, and protected C2 through C4 checks.
  • No institutional score, ranking, wellness claim, learning claim, or causal conclusion may be drawn from the tabletop materials.
  • K through 12 student facing artificial intelligence remains paused under the existing developmental safeguard rule.

Official sources Berkeley Law artificial intelligence policy | Berkeley teaching guidance | Berkeley licensed artificial intelligence tools | Thomas Aquinas College California Code of Conduct