# Question 30038: Conditional Candidate Eligibility and Signed Defect

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This teaching derivation has second-context AI mathematical and bilingual semantic review, limited to the model and assumptions stated in this question. It has no human review or new Lean proof and does not promote the original question or MKO to Canonical truth.

R0059-30038 · q-20261008-advance-20261010-r04-conditional-probability-0088



## Original question and givens

S={0,…,3}, F=P(S), masses=[12, 1, 2, 0], D=15, and w_i=mass_i/D. Masses are nonnegative and sum exactly to D; uniform weights are not assumed. A=[0, 2], B=[0, 1], P(B)>0. Candidate=12/13. Give (does it equal P(A|B)?, candidate−P(A|B)). A candidate outside [0,1] may be submitted for rejection.


- G001 — S={0,…,3}, F=P(S), masses=[12, 1, 2, 0], D=15, and w_i=mass_i/D. Masses are nonnegative and sum exactly to D; uniform weights are not assumed. A=[0, 2], B=[0, 1], P(B)>0. Candidate=12/13. Give (does it equal P(A|B)?, candidate−P(A|B)). A candidate outside [0,1] may be submitted for rejection.





## Definition and scope

Use the original question domain, assumptions and cited MKO definitions. This item has second-context mathematical and bilingual review, with the model, answer and every arithmetic step independently recomputed from the original parameters; the source question remains a candidate.


- [mko-conditional-probability](https://ocme.evemisslab.com/en/mko/mko-conditional-probability/)





## Step-by-step derivation

S001 · impliesBefore

source roles = [qf-density10-conditional-candidate-defect, density10_conditional_candidate_defect, finite_normalized_probability]

After

derived = [[candidate_matches, SIGNED_candidate_minus_actual]]

Conditions: none

Retain the ORIGINAL bank full operation prefix,domain and ordered answer roles.Use orthogonal_equal_unit only where a frame is declared,and degrees where an angle unit is declared.Integer fractions retain/1.Do not invent parameters or alter original bilingual sources.

Step identifiers and dependenciesRule: R59_EXACT_family_domain_FULLprefix_operation_and_answer_roles · Uses: G001





S002 · calculationBefore

Conditional ORIGINAL ALL numerator weights sum := sum(12, 1, 2, 0)

After

Conditional ORIGINAL ALL numerator weights sum = 15

Conditions: none

Substitute exact ORIGINAL roles,without floating approximation.SAFE bounds raw inputs only;derived integers/rationals are unbounded and do not inherit another bank component cap.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S001





S003 · impliesBefore

source roles = [[12, 1, 2, 0], 15]

After

derived = [4, [[0, 4/5], [1, 1/15], [2, 2/15], [3, 0/1]], 15]

Conditions: none

On S=Fin(n) with its full powerset,each singleton has mass m_i/D,all m_i>=0 and total D>0.These FOUR families REQUIRE an actual normalized law;reject an invalid law rather than return No and repair its weights.

Step identifiers and dependenciesRule: Conditional_FULL_normalized_finite_law_not_candidate_repair · Uses: G001, S002





S004 · impliesBefore

source roles = [B, [0, 1], 4]

After

derived = [[0, 1]]

Conditions: none

FIRST require raw length<=16 and each SAFE index in Fin(n),THEN deduplicate and sort numerically.Repeated listings do not multiply mass;17 raw copies still exceed the source bound.

Step identifiers and dependenciesRule: Conditional_RAW_event_bound_BEFORE_dedup_and_Fin_index_typing · Uses: G001, S003





S005 · calculationBefore

Conditional B ORIGINAL included index0 running0 := sum(0, 12)

After

Conditional B ORIGINAL included index0 running0 = 12

Conditions: none

Substitute exact ORIGINAL roles,without floating approximation.SAFE bounds raw inputs only;derived integers/rationals are unbounded and do not inherit another bank component cap.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S004





S006 · calculationBefore

Conditional B ORIGINAL included index1 running1 := sum(12, 1)

After

Conditional B ORIGINAL included index1 running1 = 13

Conditions: none

Substitute exact ORIGINAL roles,without floating approximation.SAFE bounds raw inputs only;derived integers/rationals are unbounded and do not inherit another bank component cap.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S005





S007 · impliesBefore

source roles = [Conditional B, [0, 1], [12, 1, 2, 0]]

After

derived = [13]

Conditions: none

For each normalized event index take its ORIGINAL slot exactly once.An empty event has sum0;do not invent uniform weights or change alignment.

Step identifiers and dependenciesRule: Conditional_COMPLETE_subset_mass_in_ORIGINAL_slots · Uses: G001, S006





S008 · calculationBefore

Conditional ORIGINAL B mass over D := div(13, 15)

After

Conditional ORIGINAL B mass over D = 13/15

Conditions: none

Substitute exact ORIGINAL roles,without floating approximation.SAFE bounds raw inputs only;derived integers/rationals are unbounded and do not inherit another bank component cap.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S007





S009 · impliesBefore

source roles = [[0, 1], [12, 1, 2, 0], 15]

After

derived = [13, 13/15, Yes]

Conditions: none

P(B)>0 means b>0,not merely B nonempty.A nonempty event containing only null labels cannot be conditioned on.Divide by b ONLY under the given positive-mass premise.

Step identifiers and dependenciesRule: Conditional_STRICT_positive_B_mass_not_merely_nonempty · Uses: G001, S008





S010 · impliesBefore

source roles = [A, [0, 2], 4]

After

derived = [[0, 2]]

Conditions: none

FIRST require raw length<=16 and each SAFE index in Fin(n),THEN deduplicate and sort numerically.Repeated listings do not multiply mass;17 raw copies still exceed the source bound.

Step identifiers and dependenciesRule: Conditional_RAW_event_bound_BEFORE_dedup_and_Fin_index_typing · Uses: G001, S009





S011 · calculationBefore

Conditional intersection ORIGINAL included index0 running0 := sum(0, 12)

After

Conditional intersection ORIGINAL included index0 running0 = 12

Conditions: none

Substitute exact ORIGINAL roles,without floating approximation.SAFE bounds raw inputs only;derived integers/rationals are unbounded and do not inherit another bank component cap.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S010





S012 · impliesBefore

source roles = [Conditional intersection, [0], [12, 1, 2, 0]]

After

derived = [12]

Conditions: none

For each normalized event index take its ORIGINAL slot exactly once.An empty event has sum0;do not invent uniform weights or change alignment.

Step identifiers and dependenciesRule: Conditional_COMPLETE_subset_mass_in_ORIGINAL_slots · Uses: G001, S011





S013 · calculationBefore

Conditional ORIGINAL intersection mass over D := div(12, 15)

After

Conditional ORIGINAL intersection mass over D = 4/5

Conditions: none

Substitute exact ORIGINAL roles,without floating approximation.SAFE bounds raw inputs only;derived integers/rationals are unbounded and do not inherit another bank component cap.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S012





S014 · calculationBefore

Conditional ORIGINAL intersection over B mass := div(12, 13)

After

Conditional ORIGINAL intersection over B mass = 12/13

Conditions: none

Substitute exact ORIGINAL roles,without floating approximation.SAFE bounds raw inputs only;derived integers/rationals are unbounded and do not inherit another bank component cap.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S013





S015 · calculationBefore

Conditional reverse probability ratio SAME law := div(4/5, 13/15)

After

Conditional reverse probability ratio SAME law = 12/13

Conditions: none

Substitute exact ORIGINAL roles,without floating approximation.SAFE bounds raw inputs only;derived integers/rationals are unbounded and do not inherit another bank component cap.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S014





S016 · impliesBefore

source roles = [12, 13, 15, 4/5, 13/15]

After

derived = [12/13, 12/13]

Conditions: none

P(A|B)=P(A intersection B)/P(B)=(i/D)/(b/D)=i/b,cancelling D from the SAME law.No independence is assumed,and an instance equality does not imply general independence.

Step identifiers and dependenciesRule: Conditional_RATIO_cancel_SAME_positive_D_and_B · Uses: G001, S015





S017 · calculationBefore

Conditional ORIGINAL SIGNED candidate minus actual := sub(12/13, 12/13)

After

Conditional ORIGINAL SIGNED candidate minus actual = 0

Conditions: none

Substitute exact ORIGINAL roles,without floating approximation.SAFE bounds raw inputs only;derived integers/rationals are unbounded and do not inherit another bank component cap.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S016





S018 · impliesBefore

source roles = [12, 13, 12/13, 12/13]

After

derived = [Yes, 0/1]

Conditions: none

A negative or greater-than1 candidate is a LEGAL audit input.Match is Yes ONLY when candidate=actual.Return SIGNED candidate-actual,not its absolute value;an incorrect candidate does not invalidate the underlying law.

Step identifiers and dependenciesRule: Conditional_candidate_OUTSIDE_probability_range_LEGAL_signed_defect · Uses: G001, S017









## Reverse checks


- S018 · premise_and_result_audit — Reverse-check this step against the ORIGINAL data,indices and premises,without claiming the conclusion uniquely recovers the inputs.Finite exact checking,independent review,formal proof and publication clearance remain separate.
- S017 · premise_and_result_audit — Recompute Conditional ORIGINAL SIGNED candidate minus actual with exact rational arithmetic, not rounded decimals.
- S016 · premise_and_result_audit — Reverse-check this step against the ORIGINAL data,indices and premises,without claiming the conclusion uniquely recovers the inputs.Finite exact checking,independent review,formal proof and publication clearance remain separate.
- S015 · premise_and_result_audit — Recompute Conditional reverse probability ratio SAME law with exact rational arithmetic, not rounded decimals.
- S014 · premise_and_result_audit — Recompute Conditional ORIGINAL intersection over B mass with exact rational arithmetic, not rounded decimals.
- S013 · premise_and_result_audit — Recompute Conditional ORIGINAL intersection mass over D with exact rational arithmetic, not rounded decimals.
- S012 · premise_and_result_audit — Reverse-check this step against the ORIGINAL data,indices and premises,without claiming the conclusion uniquely recovers the inputs.Finite exact checking,independent review,formal proof and publication clearance remain separate.
- S011 · premise_and_result_audit — Recompute Conditional intersection ORIGINAL included index0 running0 with exact rational arithmetic, not rounded decimals.
- S010 · premise_and_result_audit — Reverse-check this step against the ORIGINAL data,indices and premises,without claiming the conclusion uniquely recovers the inputs.Finite exact checking,independent review,formal proof and publication clearance remain separate.
- S009 · premise_and_result_audit — Reverse-check this step against the ORIGINAL data,indices and premises,without claiming the conclusion uniquely recovers the inputs.Finite exact checking,independent review,formal proof and publication clearance remain separate.
- S008 · premise_and_result_audit — Recompute Conditional ORIGINAL B mass over D with exact rational arithmetic, not rounded decimals.
- S007 · premise_and_result_audit — Reverse-check this step against the ORIGINAL data,indices and premises,without claiming the conclusion uniquely recovers the inputs.Finite exact checking,independent review,formal proof and publication clearance remain separate.
- S006 · premise_and_result_audit — Recompute Conditional B ORIGINAL included index1 running1 with exact rational arithmetic, not rounded decimals.
- S005 · premise_and_result_audit — Recompute Conditional B ORIGINAL included index0 running0 with exact rational arithmetic, not rounded decimals.
- S004 · premise_and_result_audit — Reverse-check this step against the ORIGINAL data,indices and premises,without claiming the conclusion uniquely recovers the inputs.Finite exact checking,independent review,formal proof and publication clearance remain separate.
- S003 · premise_and_result_audit — Reverse-check this step against the ORIGINAL data,indices and premises,without claiming the conclusion uniquely recovers the inputs.Finite exact checking,independent review,formal proof and publication clearance remain separate.
- S002 · premise_and_result_audit — Recompute Conditional ORIGINAL ALL numerator weights sum with exact rational arithmetic, not rounded decimals.
- S001 · premise_and_result_audit — Reverse-check this step against the ORIGINAL data,indices and premises,without claiming the conclusion uniquely recovers the inputs.Finite exact checking,independent review,formal proof and publication clearance remain separate.





## Result

(Yes, 0/1)

The full substitutions and premise checks give the original answer; source identity,format and status are unchanged.





## This question review and source binding

Review date: 2026-10-26

Original questions, answers, step expressions, numeric ASTs and historical records are retained. Source candidate labels remain historical and are not overwritten as formal proof.

Source hashes and review receipts
- input commit: 0f7be61e2c22317a4075561dc822c87d881a50db
- original question SHA-256: 81e3d51aabe4453c64067227e8b223148d1133f971e1d91ff3422e3a8060e9c2
- candidate record SHA-256: ced555b4b4482aa22bcbe8d501fc0cc46ee70bea83a122ae4ac41d887069d30c
- semantic review receipt SHA-256: 4c93dea3956f58509e20b3b8bbbf716dbc340b424a2a5177bc04aba9e8ea9ec5
- question-first witness SHA-256: a5e56e0d64d622d7202840cef7019839c5a99244c602694190779155207dafdf
- Lean: NOT_RUN · human review: NOT_PERFORMED

[Same-source full JSON](https://ocme.evemisslab.com/data/question-derivations/questions/q-20261008-advance-20261010-r04-conditional-probability-0088.json)




