{
  "schema_version": "ocme-reviewed-question-reader-v1",
  "question_id": "q-20261014-advance-20261028-r06-random-variable-independence-0072",
  "pilot_number": "R0027-14022",
  "number": 14022,
  "family_id": "qf-mod28-rvind-event-preimage",
  "title": {
    "zh-Hant": "第 14022 題：隨機變數獨立",
    "en": "Question 14022: A Selected Pair of Value Events under the Same Joint Law"
  },
  "original_question": {
    "schema_version": "ocme-question-v0.1",
    "id": "q-20261014-advance-20261028-r06-random-variable-independence-0072",
    "batch_id": "batch-20261014-advance-20261028-r06-random-variable-independence-foundations",
    "language": "zh-Hant",
    "source_mko_ids": [
      "mko-random-variable-independence"
    ],
    "title_zh": "隨機變數獨立",
    "stem_zh": "全部計算綁定同一完整有限joint law。操作=rvind-event-preimage；資料={\"x_values\":[9,34],\"y_values\":[-3,41],\"masses\":[[[10,49],[25,49]],[[4,49],[10,49]]],\"x_event\":[34],\"y_event\":[-3]}。請依 [x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal] 欄序回答。",
    "answer": {
      "kind": "expression",
      "value": "([34], [-3], 2/7, 2/7, 4/49, 4/49, 是)",
      "explanation_zh": "Wave4第二層核對=([34], [-3], 2/7, 2/7, 4/49, 4/49, 是)；依完整明示資料重算；完整有限／命名精確切片不自動升格為任意無限定理；全部值對或事件逆像須滿足乘積責任；零協方差不反推獨立且不推出IID或Markov。"
    },
    "difficulty": {
      "band": "undergraduate_core",
      "level": 3,
      "skills": [
        "隨機變數獨立"
      ]
    },
    "variant": {
      "family_id": "qf-mod28-rvind-event-preimage",
      "seed": 202610286072,
      "parameters": {
        "x_values": [
          9,
          34
        ],
        "y_values": [
          -3,
          41
        ],
        "masses": [
          [
            [
              10,
              49
            ],
            [
              25,
              49
            ]
          ],
          [
            [
              4,
              49
            ],
            [
              10,
              49
            ]
          ]
        ],
        "x_event": [
          34
        ],
        "y_event": [
          -3
        ],
        "domain": "Exact_finite_joint_random_variable_independence",
        "operation": "rvind-event-preimage",
        "semantic_template": "qf-mod28-rvind-event-preimage/{\"masses\":[[[10,49],[25,49]],[[4,49],[10,49]]],\"x_event\":[34],\"x_values\":[9,34],\"y_event\":[-3],\"y_values\":[-3,41]}"
      }
    },
    "verification": {
      "status": "candidate",
      "checks": [
        "producer_exact_finite_model",
        "producer_source_snapshot_check",
        "producer_substantive_template_deduplication",
        "producer_json_schema"
      ],
      "warning_zh": "產生端候選須由主端重算；不構成人工審定、任意無限定理、整環／域、Hilbert、無限維算子、mutual independence、有向連通、Lean執行或形式Evidence。"
    },
    "provenance": {
      "generator_role": "question_producer",
      "generator_model": "model_unknown",
      "generated_at": "2026-10-14",
      "contract_version": "ocme-question-factory-v0.1"
    }
  },
  "original_english_edition": {
    "schema_version": "ocme-question-localization-v0.1",
    "question_id": "q-20261014-advance-20261028-r06-random-variable-independence-0072",
    "batch_id": "batch-20261014-advance-20261028-r06-random-variable-independence-foundations",
    "locale": "en",
    "translation_state": "ai_candidate",
    "source": {
      "question_sha256": "52144ae39f0abe7a2ec02ea1690c5c8584445ea9dc3ca4154bec7be80b9a3ea0",
      "family_id": "qf-mod28-rvind-event-preimage",
      "seed": 202610286072,
      "semantic_template": "qf-mod28-rvind-event-preimage/{\"masses\":[[[10,49],[25,49]],[[4,49],[10,49]]],\"x_event\":[34],\"x_values\":[9,34],\"y_event\":[-3],\"y_values\":[-3,41]}"
    },
    "fields": {
      "title": "A Selected Pair of Value Events under the Same Joint Law",
      "stem": "Use the complete joint grid with original x_values=[9, 34], y_values=[-3, 41], and aligned row-by-column exact masses=[[10/49, 25/49], [4/49, 10/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[34], y_event=[-3] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?).",
      "answer": {
        "kind": "expression",
        "value": "([34], [-3], 2/7, 2/7, 4/49, 4/49, Yes)",
        "explanation": "Aggregate marginal event masses and the corresponding joint rectangle exactly. This checks the two selected inverse-image events, not all event choices by itself. An exact finite or named-formula slice does not automatically establish an arbitrary infinite theorem. The exact result, retaining the requested order, is ([34], [-3], 2/7, 2/7, 4/49, 4/49, Yes)."
      },
      "skills": [
        "A Selected Pair of Value Events under the Same Joint Law"
      ],
      "verification_warning": "This is a candidate exercise. Mechanical recomputation checks only the stated conditions and this instance; it is neither a formal proof nor human review."
    }
  },
  "givens": [
    {
      "id": "G001",
      "text": {
        "zh-Hant": "全部計算綁定同一完整有限joint law。操作=rvind-event-preimage；資料={\"x_values\":[9,34],\"y_values\":[-3,41],\"masses\":[[[10,49],[25,49]],[[4,49],[10,49]]],\"x_event\":[34],\"y_event\":[-3]}。請依 [x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal] 欄序回答。",
        "en": "Use the complete joint grid with original x_values=[9, 34], y_values=[-3, 41], and aligned row-by-column exact masses=[[10/49, 25/49], [4/49, 10/49]]. Value labels must be distinct in each nonempty list, all masses nonnegative and their total exactly 1. Preserve grid order and zero masses; all marginals, events and moments use this same law. Two-variable independence requires factorization for every grid pair; it implies neither identical distribution, IID, Markov behavior nor larger-family mutual independence. Use exact reduced rational outputs with positive denominators; omit /1 for integers. x_event=[34], y_event=[-3] must use labels from their respective variable ranges. Normalize them as increasing distinct sets. Give (x_event,y_event,P_X_event,P_Y_event,P_joint,product,equal?)."
      }
    }
  ],
  "steps": [
    {
      "id": "S001",
      "uses": [
        "G001"
      ],
      "before": "joint grid model whole mass sum := sum(10/49, 25/49, 4/49, 10/49)",
      "after": "joint grid model whole mass sum = 1",
      "relation": "calculation",
      "rule_id": "exact_rational_arithmetic",
      "conditions": [],
      "explanation": {
        "zh-Hant": "依原始角色、完整配對與已核中間量精確計算；保留分母、正負號及零值。",
        "en": "Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros."
      },
      "reverse_audit": {
        "kind": "premise_and_result_audit",
        "explanation": {
          "zh-Hant": "以精確有理數重算 joint grid model whole mass sum，不以小數近似替代。",
          "en": "Recompute joint grid model whole mass sum with exact rational arithmetic, not rounded decimals."
        }
      },
      "arithmetic": {
        "operation": "sum",
        "inputs": [
          "10/49",
          "25/49",
          "4/49",
          "10/49"
        ],
        "output": "1",
        "label": "joint grid model whole mass sum"
      }
    },
    {
      "id": "S002",
      "uses": [
        "G001",
        "S001"
      ],
      "before": "joint grid model:raw aligned masses=[[10, 49], [25, 49], [4, 49], [10, 49]]",
      "after": "normalized masses=[10/49, 25/49, 4/49, 10/49];nonnegative=是;total=1",
      "relation": "implies",
      "rule_id": "whole_finite_probability_law_not_uniform_assumption",
      "conditions": [],
      "explanation": {
        "zh-Hant": "完整同一有限機率模型先核非負與總和恰為1；零質量原子仍保留，不默認均勻或另換模型。",
        "en": "First qualify nonnegativity and exact unit total on one complete finite probability model.Retain zero-mass atoms;do not assume uniformity or substitute another model."
      },
      "reverse_audit": {
        "kind": "premise_and_result_audit",
        "explanation": {
          "zh-Hant": "回到原始資料與本步條件核對，不把單向推論誤稱等價。",
          "en": "Check against the original data and this step's premises; a one-way implication is not an equivalence."
        }
      },
      "arithmetic": null
    },
    {
      "id": "S003",
      "uses": [
        "G001",
        "S002"
      ],
      "before": "original x row labels=[9, 34];original y column labels=[-3, 41]",
      "after": "normalized aligned row-by-column joint grid=[[10/49, 25/49], [4/49, 10/49]]",
      "relation": "implies",
      "rule_id": "RV_joint_grid_original_order_not_value_sort",
      "conditions": [],
      "explanation": {
        "zh-Hant": "值清單各自不重複，但可非數值排序。所有質量依原行列位置配對，包含零格，不按值排序後錯配矩陣。",
        "en": "Each value list is distinct but need not be numerically sorted.Pair every mass with its original row/column,including zero cells;sorting values must not misalign the grid."
      },
      "reverse_audit": {
        "kind": "premise_and_result_audit",
        "explanation": {
          "zh-Hant": "回到原始資料與本步條件核對，不把單向推論誤稱等價。",
          "en": "Check against the original data and this step's premises; a one-way implication is not an equivalence."
        }
      },
      "arithmetic": null
    },
    {
      "id": "S004",
      "uses": [
        "G001",
        "S003"
      ],
      "before": "X row0 marginal := sum(10/49, 25/49)",
      "after": "X row0 marginal = 5/7",
      "relation": "calculation",
      "rule_id": "exact_rational_arithmetic",
      "conditions": [],
      "explanation": {
        "zh-Hant": "依原始角色、完整配對與已核中間量精確計算；保留分母、正負號及零值。",
        "en": "Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros."
      },
      "reverse_audit": {
        "kind": "premise_and_result_audit",
        "explanation": {
          "zh-Hant": "以精確有理數重算 X row0 marginal，不以小數近似替代。",
          "en": "Recompute X row0 marginal with exact rational arithmetic, not rounded decimals."
        }
      },
      "arithmetic": {
        "operation": "sum",
        "inputs": [
          "10/49",
          "25/49"
        ],
        "output": "5/7",
        "label": "X row0 marginal"
      }
    },
    {
      "id": "S005",
      "uses": [
        "G001",
        "S004"
      ],
      "before": "X row1 marginal := sum(4/49, 10/49)",
      "after": "X row1 marginal = 2/7",
      "relation": "calculation",
      "rule_id": "exact_rational_arithmetic",
      "conditions": [],
      "explanation": {
        "zh-Hant": "依原始角色、完整配對與已核中間量精確計算；保留分母、正負號及零值。",
        "en": "Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros."
      },
      "reverse_audit": {
        "kind": "premise_and_result_audit",
        "explanation": {
          "zh-Hant": "以精確有理數重算 X row1 marginal，不以小數近似替代。",
          "en": "Recompute X row1 marginal with exact rational arithmetic, not rounded decimals."
        }
      },
      "arithmetic": {
        "operation": "sum",
        "inputs": [
          "4/49",
          "10/49"
        ],
        "output": "2/7",
        "label": "X row1 marginal"
      }
    },
    {
      "id": "S006",
      "uses": [
        "G001",
        "S005"
      ],
      "before": "Y column0 marginal := sum(10/49, 4/49)",
      "after": "Y column0 marginal = 2/7",
      "relation": "calculation",
      "rule_id": "exact_rational_arithmetic",
      "conditions": [],
      "explanation": {
        "zh-Hant": "依原始角色、完整配對與已核中間量精確計算；保留分母、正負號及零值。",
        "en": "Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros."
      },
      "reverse_audit": {
        "kind": "premise_and_result_audit",
        "explanation": {
          "zh-Hant": "以精確有理數重算 Y column0 marginal，不以小數近似替代。",
          "en": "Recompute Y column0 marginal with exact rational arithmetic, not rounded decimals."
        }
      },
      "arithmetic": {
        "operation": "sum",
        "inputs": [
          "10/49",
          "4/49"
        ],
        "output": "2/7",
        "label": "Y column0 marginal"
      }
    },
    {
      "id": "S007",
      "uses": [
        "G001",
        "S006"
      ],
      "before": "Y column1 marginal := sum(25/49, 10/49)",
      "after": "Y column1 marginal = 5/7",
      "relation": "calculation",
      "rule_id": "exact_rational_arithmetic",
      "conditions": [],
      "explanation": {
        "zh-Hant": "依原始角色、完整配對與已核中間量精確計算；保留分母、正負號及零值。",
        "en": "Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros."
      },
      "reverse_audit": {
        "kind": "premise_and_result_audit",
        "explanation": {
          "zh-Hant": "以精確有理數重算 Y column1 marginal，不以小數近似替代。",
          "en": "Recompute Y column1 marginal with exact rational arithmetic, not rounded decimals."
        }
      },
      "arithmetic": {
        "operation": "sum",
        "inputs": [
          "25/49",
          "10/49"
        ],
        "output": "5/7",
        "label": "Y column1 marginal"
      }
    },
    {
      "id": "S008",
      "uses": [
        "G001",
        "S007"
      ],
      "before": "raw x event=[34];raw y event=[-3]",
      "after": "normalized events=[[34], [-3]];original matching rows=[1];columns=[0]",
      "relation": "implies",
      "rule_id": "RV_value_event_range_guard_and_grid_indices",
      "conditions": [],
      "explanation": {
        "zh-Hant": "值事件去重排序，但必須屬各自宣告值域；再回原grid索引取質量，不能把值當列號或從別個模型拿邊際。",
        "en": "Normalize value events as sets and require their declared ranges.Then use original grid indices,not value-as-index lookups or marginals from another model."
      },
      "reverse_audit": {
        "kind": "premise_and_result_audit",
        "explanation": {
          "zh-Hant": "回到原始資料與本步條件核對，不把單向推論誤稱等價。",
          "en": "Check against the original data and this step's premises; a one-way implication is not an equivalence."
        }
      },
      "arithmetic": null
    },
    {
      "id": "S009",
      "uses": [
        "G001",
        "S008"
      ],
      "before": "selected X event mass := sum(2/7)",
      "after": "selected X event mass = 2/7",
      "relation": "calculation",
      "rule_id": "exact_rational_arithmetic",
      "conditions": [],
      "explanation": {
        "zh-Hant": "依原始角色、完整配對與已核中間量精確計算；保留分母、正負號及零值。",
        "en": "Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros."
      },
      "reverse_audit": {
        "kind": "premise_and_result_audit",
        "explanation": {
          "zh-Hant": "以精確有理數重算 selected X event mass，不以小數近似替代。",
          "en": "Recompute selected X event mass with exact rational arithmetic, not rounded decimals."
        }
      },
      "arithmetic": {
        "operation": "sum",
        "inputs": [
          "2/7"
        ],
        "output": "2/7",
        "label": "selected X event mass"
      }
    },
    {
      "id": "S010",
      "uses": [
        "G001",
        "S009"
      ],
      "before": "selected Y event mass := sum(2/7)",
      "after": "selected Y event mass = 2/7",
      "relation": "calculation",
      "rule_id": "exact_rational_arithmetic",
      "conditions": [],
      "explanation": {
        "zh-Hant": "依原始角色、完整配對與已核中間量精確計算；保留分母、正負號及零值。",
        "en": "Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros."
      },
      "reverse_audit": {
        "kind": "premise_and_result_audit",
        "explanation": {
          "zh-Hant": "以精確有理數重算 selected Y event mass，不以小數近似替代。",
          "en": "Recompute selected Y event mass with exact rational arithmetic, not rounded decimals."
        }
      },
      "arithmetic": {
        "operation": "sum",
        "inputs": [
          "2/7"
        ],
        "output": "2/7",
        "label": "selected Y event mass"
      }
    },
    {
      "id": "S011",
      "uses": [
        "G001",
        "S010"
      ],
      "before": "selected joint event rectangle mass := sum(4/49)",
      "after": "selected joint event rectangle mass = 4/49",
      "relation": "calculation",
      "rule_id": "exact_rational_arithmetic",
      "conditions": [],
      "explanation": {
        "zh-Hant": "依原始角色、完整配對與已核中間量精確計算；保留分母、正負號及零值。",
        "en": "Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros."
      },
      "reverse_audit": {
        "kind": "premise_and_result_audit",
        "explanation": {
          "zh-Hant": "以精確有理數重算 selected joint event rectangle mass，不以小數近似替代。",
          "en": "Recompute selected joint event rectangle mass with exact rational arithmetic, not rounded decimals."
        }
      },
      "arithmetic": {
        "operation": "sum",
        "inputs": [
          "4/49"
        ],
        "output": "4/49",
        "label": "selected joint event rectangle mass"
      }
    },
    {
      "id": "S012",
      "uses": [
        "G001",
        "S011"
      ],
      "before": "selected event marginal product := mul(2/7, 2/7)",
      "after": "selected event marginal product = 4/49",
      "relation": "calculation",
      "rule_id": "exact_rational_arithmetic",
      "conditions": [],
      "explanation": {
        "zh-Hant": "依原始角色、完整配對與已核中間量精確計算；保留分母、正負號及零值。",
        "en": "Compute exactly from original roles,complete pairings and established intermediates,retaining denominators,signs and zeros."
      },
      "reverse_audit": {
        "kind": "premise_and_result_audit",
        "explanation": {
          "zh-Hant": "以精確有理數重算 selected event marginal product，不以小數近似替代。",
          "en": "Recompute selected event marginal product with exact rational arithmetic, not rounded decimals."
        }
      },
      "arithmetic": {
        "operation": "mul",
        "inputs": [
          "2/7",
          "2/7"
        ],
        "output": "4/49",
        "label": "selected event marginal product"
      }
    },
    {
      "id": "S013",
      "uses": [
        "G001",
        "S012"
      ],
      "before": "P_X_event=2/7;P_Y_event=2/7;P_joint=4/49;product=4/49",
      "after": "selected event pair factorizes=是;not an all-event independence certificate",
      "relation": "implies",
      "rule_id": "RV_one_event_pair_not_all_events",
      "conditions": [],
      "explanation": {
        "zh-Hant": "單一事件對通過不取代所有值對分解；例如全集或空事件可能在相依模型也通過。",
        "en": "One passing event pair does not replace all-cell factorization.Full or empty events may pass even in a dependent model."
      },
      "reverse_audit": {
        "kind": "premise_and_result_audit",
        "explanation": {
          "zh-Hant": "回到原始資料與本步條件核對，不把單向推論誤稱等價。",
          "en": "Check against the original data and this step's premises; a one-way implication is not an equivalence."
        }
      },
      "arithmetic": null
    }
  ],
  "math_model": {
    "result": [
      [
        34
      ],
      [
        -3
      ],
      "2/7",
      "2/7",
      "4/49",
      "4/49",
      true
    ]
  },
  "conclusion": {
    "canonical_value": "([34], [-3], 2/7, 2/7, 4/49, 4/49, 是)",
    "explanation": {
      "zh-Hant": "依上列完整代值及條件核對得到原題答案；原題編號、格式與狀態保持不變。",
      "en": "The full substitutions and premise checks give the original answer; source identity,format and status are unchanged."
    }
  },
  "definition_note": {
    "zh-Hant": "沿用原題明示的論域、假設與來源 MKO 定義。本題已完成第二對話數理與中英語義覆核，並由原始參數逐題獨立重算模型、答案與每個算術步驟；原題仍為 candidate。",
    "en": "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."
  },
  "source": {
    "input_commit": "0f7be61e2c22317a4075561dc822c87d881a50db",
    "question_binding": {
      "batch_id": "batch-20261014-advance-20261028-r06-random-variable-independence-foundations",
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