R0053-27125 · q-20261015-advance-20261118-r03-finite-confidence-interval-coverage-0100
Original question and givens
Use mode=average_only and complete model={"theta_values":[0,1],"samples":["a","b"],"probability_rows":[[[25,27],[2,27]],[[2,27],[25,27]]],"intervals":[[0,0],[0,0]],"theta_weights":[[1,3],[2,3]],"target":[1,3]}. Give (mode, pointwise_coverage_table, theta_weights, weighted_average, minimum_coverage, target, distinct_coverages, average_strictly_above_minimum, average_masks_target_failure, average_implies_uniform_target_claim, boundary).
G001 — Use mode=average_only and complete model={"theta_values":[0,1],"samples":["a","b"],"probability_rows":[[[25,27],[2,27]],[[2,27],[25,27]]],"intervals":[[0,0],[0,0]],"theta_weights":[[1,3],[2,3]],"target":[1,3]}. Give (mode, pointwise_coverage_table, theta_weights, weighted_average, minimum_coverage, target, distinct_coverages, average_strictly_above_minimum, average_masks_target_failure, average_implies_uniform_target_claim, boundary).
Step-by-step derivation
S001 · implies
Before
source roles = [ci-interpretation-boundary]
After
derived = [[mode, pointwise_coverage_table, theta_weights, weighted_average, minimum_coverage, target, distinct_coverages, average_strictly_above_minimum, average_masks_target_failure, average_implies_uniform_target_claim, boundary]]
Conditions: none
List the complete source field order and mode-specific roles without JavaScript or answer-shape inference;No,undefined and infinity retain their distinct meanings.
Step identifiers and dependencies
Rule: source_ordered_fields_without_JS · Uses: G001
S002 · implies
Before
source roles = [[0, 1], [a, b], [[[25, 27], [2, 27]], [[2, 27], [25, 27]]], [[0, 0], [0, 0]]]
After
derived = [[0, 1], [a, b], [[0, 0], [0, 0]], [[25/27, 2/27], [2/27, 25/27]], [[a, [0, 0], 0], [b, [0, 0], 1]]]
Conditions: none
Bind intervals to ORIGINAL samples and probability rows/columns to ORIGINAL theta/samples BEFORE sorting those data together.Source13 theta order is numeric and sample order English canonical.Intervals are ordered and closed;each theta law is nonnegative and normalized.The same precommitted,total I(X) does not depend on unknown theta.
Step identifiers and dependencies
Rule: CI_ORIGINAL_theta_sample_interval_probability_alignment_Source13_numeric · Uses: G001, S001
S003 · calculation
Before
CI theta0 ORIGINAL probability normalization column0 := sum(0, 25/27)
After
CI theta0 ORIGINAL probability normalization column0 = 25/27
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S002
S004 · calculation
Before
CI theta0 ORIGINAL probability normalization column1 := sum(25/27, 2/27)
After
CI theta0 ORIGINAL probability normalization column1 = 1
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S003
S005 · calculation
Before
CI theta1 ORIGINAL probability normalization column0 := sum(0, 2/27)
After
CI theta1 ORIGINAL probability normalization column0 = 2/27
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S004
S006 · calculation
Before
CI theta1 ORIGINAL probability normalization column1 := sum(2/27, 25/27)
After
CI theta1 ORIGINAL probability normalization column1 = 1
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S005
S007 · calculation
Before
CI theta0 ORIGINAL included coverage column0 := sum(0, 25/27)
After
CI theta0 ORIGINAL included coverage column0 = 25/27
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S006
S008 · calculation
Before
CI theta0 ORIGINAL included coverage column1 := sum(25/27, 2/27)
After
CI theta0 ORIGINAL included coverage column1 = 1
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S007
S009 · implies
Before
source roles = [0, [a, b], [[0, 0], [0, 0]], [25/27, 2/27]]
After
derived = [[[a, 0, 0, 0, Yes, 25/27], [b, 0, 0, 0, Yes, 2/27]], 1]
Conditions: none
Fix the true theta and test EVERY possible sample for L(x)<=theta<=U(x),including equality at either endpoint.Sum P_theta(x) only over hits.This is repeated-sampling coverage,not a posterior for theta after seeing data.
Step identifiers and dependencies
Rule: CI_EVERY_sample_closed_endpoint_membership_AND_weighted_coverage · Uses: G001, S008
S010 · implies
Before
source roles = [1, [a, b], [[0, 0], [0, 0]], [2/27, 25/27]]
After
derived = [[[a, 0, 0, 1, No, 2/27], [b, 0, 0, 1, No, 25/27]], 0]
Conditions: none
Fix the true theta and test EVERY possible sample for L(x)<=theta<=U(x),including equality at either endpoint.Sum P_theta(x) only over hits.This is repeated-sampling coverage,not a posterior for theta after seeing data.
Step identifiers and dependencies
Rule: CI_EVERY_sample_closed_endpoint_membership_AND_weighted_coverage · Uses: G001, S009
S011 · calculation
Before
CI average ORIGINAL normalized weight0 := sum(0, 1/3)
After
CI average ORIGINAL normalized weight0 = 1/3
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S010
S012 · calculation
Before
CI average ORIGINAL normalized weight1 := sum(1/3, 2/3)
After
CI average ORIGINAL normalized weight1 = 1
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S011
S013 · implies
Before
source roles = [CI average, [0, 1], [[1, 3], [2, 3]]]
After
derived = [[(0, 1/3), (1, 2/3)], 1]
Conditions: none
Bind prior/averaging weights to ORIGINAL theta before numeric theta ordering;move each pair together.Do not substitute a slot for theta or sort weights alone.
Step identifiers and dependencies
Rule: CI_ORIGINAL_theta_weight_pairs_NOT_slot_substitution · Uses: G001, S012
S014 · calculation
Before
CI ORIGINAL coverage times theta weight0 := mul(1, 1/3)
After
CI ORIGINAL coverage times theta weight0 = 1/3
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S013
S015 · calculation
Before
CI ORIGINAL weighted average running sum0 := sum(0, 1/3)
After
CI ORIGINAL weighted average running sum0 = 1/3
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S014
S016 · calculation
Before
CI ORIGINAL coverage times theta weight1 := mul(0, 2/3)
After
CI ORIGINAL coverage times theta weight1 = 0
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S015
S017 · calculation
Before
CI ORIGINAL weighted average running sum1 := sum(1/3, 0)
After
CI ORIGINAL weighted average running sum1 = 1/3
Conditions: none
Substitute original roles and established intermediates exactly;no approximation,slot substitution or internally consistent changed operand.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S016
S018 · implies
Before
source roles = [[[0, 1], [1, 0]], [1/3, 2/3], 1/3]
After
derived = [1/3, 0, Yes, Yes, Yes, No]
Conditions: none
Require genuinely distinct coverages and an ACTUAL weighted average>=target>minimum,checking every condition.This witnesses average coverage masking uniform failure;identical coverages or no strict gap do not.
Step identifiers and dependencies
Rule: CI_ACTUAL_average_masks_uniform_failure_distinct_strict_witness · Uses: G001, S017