R0053-27152 · q-20261015-advance-20261118-r03-finite-confidence-interval-coverage-0002
Original question and givens
Use complete theta values=[0, 1], samples=[a, b], theta/sample-aligned probability rows=[[2/4, 2/4], [2/4, 2/4]], and sample-aligned closed intervals=[[0, 0], [1, 1]]. The interval procedure is total, precommitted and independent of the unknown theta. Give (theta_values, samples, aligned_closed_intervals, aligned_probability_rows, procedure_qualified, qualification_statement).
G001 — Use complete theta values=[0, 1], samples=[a, b], theta/sample-aligned probability rows=[[2/4, 2/4], [2/4, 2/4]], and sample-aligned closed intervals=[[0, 0], [1, 1]]. The interval procedure is total, precommitted and independent of the unknown theta. Give (theta_values, samples, aligned_closed_intervals, aligned_probability_rows, procedure_qualified, qualification_statement).
Step-by-step derivation
S001 · implies
Before
source roles = [ci-procedure-qualification]
After
derived = [[theta_values, samples, aligned_closed_intervals, aligned_probability_rows, procedure_qualified, qualification_statement]]
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], [[[2, 4], [2, 4]], [[2, 4], [2, 4]]], [[0, 0], [1, 1]]]
After
derived = [[0, 1], [a, b], [[0, 0], [1, 1]], [[1/2, 1/2], [1/2, 1/2]], [[a, [0, 0], 0], [b, [1, 1], 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, 1/2)
After
CI theta0 ORIGINAL probability normalization column0 = 1/2
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(1/2, 1/2)
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, 1/2)
After
CI theta1 ORIGINAL probability normalization column0 = 1/2
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(1/2, 1/2)
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, 1/2)
After
CI theta0 ORIGINAL included coverage column0 = 1/2
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 · implies
Before
source roles = [0, [a, b], [[0, 0], [1, 1]], [1/2, 1/2]]
After
derived = [[[a, 0, 0, 0, Yes, 1/2], [b, 1, 1, 0, No, 1/2]], 1/2]
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, S007
S009 · calculation
Before
CI theta1 ORIGINAL included coverage column1 := sum(0, 1/2)
After
CI theta1 ORIGINAL included coverage column1 = 1/2
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, S008
S010 · implies
Before
source roles = [1, [a, b], [[0, 0], [1, 1]], [1/2, 1/2]]
After
derived = [[[a, 0, 0, 1, No, 1/2], [b, 1, 1, 1, Yes, 1/2]], 1/2]
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
Result
([0, 1], [a, b], [[0, 0], [1, 1]], [[1/2, 1/2], [1/2, 1/2]], Yes, total_precommitted_theta_independent_interval_procedure)
The full substitutions and premise checks give the original answer; source identity,format and status are unchanged.