{
 "standard": "editorial/machine-readability-standard.md",
 "route": "/research/program/",
 "title": "The KPSGILL Research Program",
 "compiled": "2026-09-02",
 "lifecycleState": "CURRENT",
 "approved": true,
 "approvalAuthority": "editorial/owner-approval-2026-08-17.json",
 "note": "Every item is a research question with a lifecycle state of PROPOSED. Proposed routes are shown as text, never as links, because an unbuilt route must not appear as a destination. Case-level records enter a dataset only after verification against the issuing body’s own published document; no named individual disposition is published from a secondary summary.",
 "clusters": [
  {
   "id": "discipline",
   "name": "Medical discipline observatory",
   "premise": "What the Board actually does when comparable cases reach disposition — as distinct from what the machinery says it will do.",
   "items": [
    {
     "n": 1,
     "title": "Medical Board decisions observatory",
     "question": "Structured records for every publicly available California final decision: identity, procedural route, conduct category, clinical nexus, aggravation, mitigation, outcome, probation burden.",
     "state": "PROPOSED",
     "codebook": "/research/medical-discipline-observatory/",
     "note": "Codebook published. The record set itself remains PROPOSED until its first collection increment."
    },
    {
     "n": 2,
     "title": "Sanction variation project",
     "question": "Why can an apparently similar off-duty alcohol-related event produce a public reprimand for one California physician and years of monitored probation for another?",
     "state": "PROPOSED"
    },
    {
     "n": 3,
     "title": "One conduct, different penalties",
     "question": "Within a single conduct category, which factual, procedural and evidentiary variables track the difference in outcome?",
     "state": "PROPOSED"
    },
    {
     "n": 4,
     "title": "Penalty lab: guideline versus disposition",
     "question": "For each violation, the published guideline range, the actual disposition, the size of any departure, and the reason the decision-maker gave for it.",
     "state": "PROPOSED"
    },
    {
     "n": 5,
     "title": "ALJ decision laboratory",
     "question": "Across the health boards at the Office of Administrative Hearings: which mitigating and aggravating factors do administrative law judges repeatedly credit?",
     "state": "PROPOSED"
    },
    {
     "n": 6,
     "title": "Board versus ALJ observatory",
     "question": "How much deference does a board actually give its administrative judges — adopted unchanged, sanction increased, sanction reduced, findings changed, non-adopted?",
     "state": "PROPOSED"
    },
    {
     "n": 7,
     "title": "Defence variables observatory",
     "question": "Do publicly observable factors — representation, contested hearing versus stipulation, expert and treating-clinician evidence, documented rehabilitation — track departures from the default range?",
     "state": "PROPOSED"
    },
    {
     "n": 8,
     "title": "Charging discretion",
     "question": "Complaint, investigation, referral, accusation, amendment, settlement demand, hearing: how do charging choices change the penalty that becomes available?",
     "state": "PROPOSED"
    },
    {
     "n": 9,
     "title": "The impairment allegation",
     "question": "How does an alcohol-related matter charged as a conviction alone differ in consequence from the same matter charged with an impairment or practice-under-influence count?",
     "state": "PROPOSED"
    },
    {
     "n": 10,
     "title": "Mitigation that is actually credited",
     "question": "Every mitigating factor expressly credited in a final decision, extracted and counted rather than assumed.",
     "state": "PROPOSED"
    },
    {
     "n": 11,
     "title": "Aggravation that changes the outcome",
     "question": "The mirror project: which aggravating findings recur in the decisions that end in revocation or actual suspension?",
     "state": "PROPOSED"
    },
    {
     "n": 12,
     "title": "Probation is not one penalty",
     "question": "Nominal sanction versus real-world burden: obligations, testing, monitors, practice restrictions, disclosure, duration, cost.",
     "state": "PROPOSED"
    },
    {
     "n": 13,
     "title": "Discipline cost observatory",
     "question": "Investigation and enforcement costs requested and awarded, by offence and by procedural path.",
     "state": "PROPOSED"
    },
    {
     "n": 14,
     "title": "Rehabilitation versus punishment",
     "question": "When a regulator invokes public protection, what prospective risk has actually been demonstrated?",
     "state": "PROPOSED"
    },
    {
     "n": 15,
     "title": "Proportionality across professions",
     "question": "For comparable off-duty conduct, how does physician discipline compare with lawyers, nurses, dentists, pharmacists and psychologists?",
     "state": "PROPOSED"
    },
    {
     "n": 16,
     "title": "Fifty-state discipline atlas",
     "question": "One hypothetical set of facts, fifty licensing systems: burden of proof, tribunal, penalty guidelines, impairment rules, disclosure, judicial review.",
     "state": "PROPOSED"
    },
    {
     "n": 17,
     "title": "Board transparency index",
     "question": "Not due process — visibility. What can the public actually see: accusations, complete decisions, proposed decisions, votes, recusals, historical records, bulk data?",
     "state": "PROPOSED"
    },
    {
     "n": 18,
     "title": "Digital permanence of discipline",
     "question": "A sanction has three lives: the legal order, the licensing record, and the search result. When the statute says a record comes down, does the internet agree?",
     "state": "PROPOSED"
    },
    {
     "n": 19,
     "title": "Decision search",
     "question": "A structured search over public decisions: conduct plus outcome plus reasoning, rather than a list of PDFs.",
     "state": "PROPOSED"
    },
    {
     "n": 20,
     "title": "Precedent without precedent",
     "question": "Administrative decisions are largely non-precedential, yet penalty custom develops. Where does custom substitute for rule?",
     "state": "PROPOSED"
    }
   ]
  },
  {
   "id": "discretion",
   "name": "Discretion, decision rights and the administrative state",
   "premise": "Where written law ends and institutional judgement begins.",
   "items": [
    {
     "n": 21,
     "title": "Who actually decides",
     "question": "Decision-rights maps for formulary, privileges, prior authorisation, licensure, residency selection, certification, closure, device clearance, guidelines, payment and scope.",
     "state": "PUBLISHED",
     "route": "/policy/who-actually-decides/",
     "note": "First published output: the decision-rights atlas. A map, not a dataset — frequencies belong to the items that collect records."
    },
    {
     "n": 22,
     "title": "Discretion institute",
     "question": "Prosecutorial, regulatory, credentialing, medical-necessity, program-selection, certification and enforcement discretion, studied as one subject.",
     "state": "PROPOSED"
    },
    {
     "n": 23,
     "title": "Health administrative state observatory",
     "question": "Notice and comment, guidance, enforcement discretion, adjudication, deference after the recent doctrinal shifts, appointments, emergency authority.",
     "state": "PROPOSED"
    },
    {
     "n": 24,
     "title": "Licensing and the constitution",
     "question": "Property and liberty interests in a licence, procedural and substantive due process, compelled speech, vagueness, retroactivity, subpoena authority.",
     "state": "PROPOSED"
    },
    {
     "n": 25,
     "title": "Employee and licensee at once",
     "question": "The employed physician answers to employer, board, medical staff, payer, federal programs, carrier and certifying body. Where do those masters conflict?",
     "state": "PROPOSED"
    },
    {
     "n": 52,
     "title": "Settlement pressure",
     "question": "What rights are waived, and what record survives, when a contested hearing is traded for a stipulation?",
     "state": "PROPOSED"
    },
    {
     "n": 53,
     "title": "Public-protection evidence project",
     "question": "A standing method: whenever public protection is invoked, ask what risk was demonstrated and how.",
     "state": "PROPOSED"
    },
    {
     "n": 54,
     "title": "Risk versus punishment",
     "question": "Do sanctions correlate with any measured probability of recurrence or patient harm?",
     "state": "PROPOSED"
    },
    {
     "n": 55,
     "title": "Institutional power atlas",
     "question": "For each institution: who appoints, who funds, who can overrule, who audits, who sues, and who hears the appeal.",
     "state": "PROPOSED"
    },
    {
     "n": 56,
     "title": "Revolving door register",
     "question": "Documented transitions between regulators, agencies, systems and payers. Movement recorded; motive not imputed.",
     "state": "PROPOSED"
    }
   ]
  },
  {
   "id": "standing",
   "name": "Professional standing and the career cascade",
   "premise": "How one event propagates through institutions that never speak to each other.",
   "items": [
    {
     "n": 26,
     "title": "Whistleblower intelligence",
     "question": "False Claims Act actions, state protections, retaliation, patient-safety reporting, peer-review retaliation, compliance channels.",
     "state": "PROPOSED"
    },
    {
     "n": 27,
     "title": "Medical staff democracy",
     "question": "Do organised medical staffs retain independent governance — bylaws, elections, executive-committee authority, governing-body override, exclusive contracts?",
     "state": "PROPOSED"
    },
    {
     "n": 28,
     "title": "Bylaw library",
     "question": "Publicly available medical-staff bylaws compared on hearing rights, summary suspension, automatic relinquishment, conduct policies and panel composition.",
     "state": "PROPOSED"
    },
    {
     "n": 29,
     "title": "NPDB consequence observatory",
     "question": "What a report actually does downstream: credentialing question, payer question, licensing disclosure, employment consequence, underwriting.",
     "state": "PROPOSED"
    },
    {
     "n": 30,
     "title": "Credentialing exclusion filters",
     "question": "The screens applied before anyone reads an application: years since training, certification, claims history, gaps, probation, visa, volume.",
     "state": "PROPOSED"
    },
    {
     "n": 31,
     "title": "Career fragility map",
     "question": "One event traced through every institution that will eventually ask about it.",
     "state": "PROPOSED"
    },
    {
     "n": 32,
     "title": "Regulatory cascade observatory",
     "question": "Criminal court, board, hospital, federal data bank, payer, employer, carrier, immigration authority, other states — from a single fact.",
     "state": "PUBLISHED",
     "route": "/policy/the-regulatory-cascade/",
     "note": "First published output: the propagation map. A map, not a dataset — no frequency claimed."
    },
    {
     "n": 33,
     "title": "Reputation and due process",
     "question": "Publication of accusations, arrests, peer-review outcomes and discipline, and the distance between accusation and adjudication.",
     "state": "PROPOSED"
    },
    {
     "n": 37,
     "title": "Convictions and the professional map",
     "question": "Arrest through prosecution, mandatory reporting, board investigation, institutional reporting, credentialing and immigration consequence — as system mechanics.",
     "state": "PROPOSED"
    },
    {
     "n": 38,
     "title": "Rehabilitation institute",
     "question": "How health regulation treats past addiction, mental illness, disability, conviction and prior discipline. When has enough rehabilitation been shown?",
     "state": "PROPOSED"
    },
    {
     "n": 39,
     "title": "Second-chance licensing",
     "question": "State-by-state treatment of the rehabilitated clinician.",
     "state": "PROPOSED"
    },
    {
     "n": 40,
     "title": "Ageing and cognitive screening",
     "question": "Age-based screening, competency testing, institutional policy, disability law, and the evidence for the tests being used.",
     "state": "PROPOSED"
    },
    {
     "n": 41,
     "title": "Professionalism observatory",
     "question": "Who defines professionalism, and what process attaches to standards written as adjectives?",
     "state": "PUBLISHED",
     "route": "/policy/professionalism-as-a-standard/",
     "note": "First published output: the structural analysis. The empirical question — whether and in which direction adjectival standards are applied unevenly — remains unanswered and is stated as such on the page."
    },
    {
     "n": 42,
     "title": "Off-duty conduct and medicine",
     "question": "When does private life legitimately become professional regulation — across conviction, speech, domestic dispute, accusation, recorded conduct and financial conduct?",
     "state": "PROPOSED"
    },
    {
     "n": 43,
     "title": "Viral governance",
     "question": "Institutional due process under reputational pressure: what happens to process when the audience arrives first.",
     "state": "PROPOSED"
    },
    {
     "n": 44,
     "title": "Physician speech",
     "question": "Scientific disagreement, misinformation statutes, employer restrictions, testimony, advocacy, and the First Amendment questions underneath.",
     "state": "PROPOSED"
    },
    {
     "n": 98,
     "title": "Portability after discipline",
     "question": "What happens to a physician disciplined in one state who applies in another.",
     "state": "PROPOSED"
    },
    {
     "n": 99,
     "title": "Compact consequence",
     "question": "How discipline propagates through interstate licensure compacts.",
     "state": "PROPOSED"
    }
   ]
  },
  {
   "id": "evidence",
   "name": "Evidence, expertise and the record",
   "premise": "Who gets to say what happened, and on what basis.",
   "items": [
    {
     "n": 34,
     "title": "Malpractice outcome analysis",
     "question": "Specialty, allegation, injury, standard-of-care issue, disposition where public, and the damages framework — structured, not advertised.",
     "state": "PROPOSED"
    },
    {
     "n": 35,
     "title": "Guidelines in litigation",
     "question": "Where clinical guidelines become evidence, argument, safe harbour or cross-examination material.",
     "state": "PROPOSED"
    },
    {
     "n": 36,
     "title": "Medicine and criminal law",
     "question": "Prescribing prosecutions, fraud, controlled substances, death prosecutions, certification and documentation offences.",
     "state": "PROPOSED"
    },
    {
     "n": 45,
     "title": "The complaint economy",
     "question": "Who may complain, anonymously or not, across boards, peer review, grievances, payers and hotlines — and what a complaint sets in motion.",
     "state": "PROPOSED"
    },
    {
     "n": 46,
     "title": "Anonymous allegation and due process",
     "question": "When can an anonymous allegation carry serious professional consequence?",
     "state": "PUBLISHED",
     "route": "/policy/anonymous-allegations/",
     "note": "First published output: the structural analysis and the corroboration threshold. Frequency and misuse rates remain unmeasured and are stated as such."
    },
    {
     "n": 47,
     "title": "Expert accountability",
     "question": "Qualification, conflicts, specialty matching, compensation, review standards and accountability for erroneous opinion.",
     "state": "PROPOSED"
    },
    {
     "n": 48,
     "title": "The consultant system",
     "question": "Reviewer availability, standards, conflicts, timeliness, disagreement and anonymity in agency clinical review.",
     "state": "PROPOSED"
    }
   ]
  },
  {
   "id": "delay",
   "name": "Delay, cost and access to administrative justice",
   "premise": "Process that is nominally available and practically out of reach.",
   "items": [
    {
     "n": 49,
     "title": "Board delay observatory",
     "question": "Complaint to investigation to accusation to hearing to decision, by case type. Delay is itself a consequence.",
     "state": "PROPOSED"
    },
    {
     "n": 50,
     "title": "Administrative justice delay index",
     "question": "The same measurement across licensing boards.",
     "state": "PROPOSED"
    },
    {
     "n": 51,
     "title": "Cost recovery observatory",
     "question": "Whether cost recovery discourages the exercise of hearing rights.",
     "state": "PROPOSED"
    }
   ]
  },
  {
   "id": "power",
   "name": "Rulemaking, influence and who wrote the rule",
   "premise": "Tracing authorship of rules that are presented as authorless.",
   "items": [
    {
     "n": 57,
     "title": "Society influence observatory",
     "question": "Positions taken by professional, hospital, payer and consumer organisations, compared with the outcome.",
     "state": "PROPOSED"
    },
    {
     "n": 58,
     "title": "Who wrote the rule",
     "question": "Statute, agency draft, comments received, final text — showing which recommendations survived.",
     "state": "PROPOSED"
    },
    {
     "n": 59,
     "title": "Comment-letter influence",
     "question": "Recurring institutional positions across major federal and state rulemakings.",
     "state": "PROPOSED"
    },
    {
     "n": 60,
     "title": "California power map",
     "question": "Who regulates whom: executive, legislature, consumer affairs, the health departments, insurance regulators, the Attorney General, systems, plans, societies, unions, counties and capital.",
     "state": "PROPOSED"
    },
    {
     "n": 121,
     "title": "The hidden corporations",
     "question": "Who is actually paid when a patient sees a doctor.",
     "state": "PROPOSED"
    },
    {
     "n": 122,
     "title": "Contracting laboratory",
     "question": "Publicly available payer, hospital and government contracts, read as instruments of control.",
     "state": "PROPOSED"
    }
   ]
  },
  {
   "id": "california",
   "name": "California places and the safety net",
   "premise": "Where policy meets a county line.",
   "items": [
    {
     "n": 61,
     "title": "County health governance",
     "question": "Fifty-eight counties: hospitals, behavioural health, public health, jails, emergency services, Medi-Cal delivery, indigent care.",
     "state": "PROPOSED"
    },
    {
     "n": 62,
     "title": "Safety-net systems observatory",
     "question": "Health centres, county systems, rural clinics and public hospitals: governance, funding, workforce, access.",
     "state": "PROPOSED"
    },
    {
     "n": 63,
     "title": "Health-centre governance",
     "question": "Federal grant conditions, board composition requirements, liability coverage, drug pricing, payment methodology and clinical authority.",
     "state": "PROPOSED"
    },
    {
     "n": 64,
     "title": "Drug-discount programme observatory",
     "question": "Covered entities, contract pharmacies, manufacturer disputes, litigation, and the patient-benefit question.",
     "state": "PROPOSED"
    },
    {
     "n": 65,
     "title": "Nonprofit hospital accountability",
     "question": "Exemption against community benefit, executive pay, charity care, pricing, collections and service closure.",
     "state": "PROPOSED"
    },
    {
     "n": 66,
     "title": "Compensation and community benefit",
     "question": "Public filings read side by side.",
     "state": "PROPOSED"
    },
    {
     "n": 67,
     "title": "Charity-care observatory",
     "question": "What hospitals promise against what they provide.",
     "state": "PROPOSED"
    },
    {
     "n": 68,
     "title": "Facility fee atlas",
     "question": "The same billed service, mapped by site of care and ownership.",
     "state": "PROPOSED"
    },
    {
     "n": 69,
     "title": "Debt collection atlas",
     "question": "Which systems sue patients, under which written policy.",
     "state": "PROPOSED"
    }
   ]
  },
  {
   "id": "coverage",
   "name": "Coverage, payers and middlemen",
   "premise": "The layer patients are billed by and cannot see.",
   "items": [
    {
     "n": 70,
     "title": "Appeals outcome database",
     "question": "Denial, appeal, external review, reversal — wherever public data permit the comparison.",
     "state": "PROPOSED"
    },
    {
     "n": 71,
     "title": "Medical necessity criteria library",
     "question": "Published payer criteria for the same service, compared.",
     "state": "PROPOSED"
    },
    {
     "n": 72,
     "title": "Payer policy change tracker",
     "question": "Clinical policy updates that function as regulation without rulemaking.",
     "state": "PROPOSED"
    },
    {
     "n": 73,
     "title": "Prior authorisation burden",
     "question": "By drug and by procedure, concretely.",
     "state": "PROPOSED"
    },
    {
     "n": 74,
     "title": "Formulary churn tracker",
     "question": "Which medicines change tier or exclusion, and when.",
     "state": "PROPOSED"
    },
    {
     "n": 75,
     "title": "Benefit-manager ownership graph",
     "question": "Manufacturer, benefit manager, insurer, pharmacy and specialty pharmacy in one diagram.",
     "state": "PROPOSED"
    },
    {
     "n": 76,
     "title": "Practice acquisition tracker",
     "question": "Independent practices, acquired.",
     "state": "PROPOSED"
    },
    {
     "n": 77,
     "title": "Exit tracker",
     "question": "Who buys the asset five years later.",
     "state": "PROPOSED"
    },
    {
     "n": 78,
     "title": "Corporate structure library",
     "question": "Publicly documented professional-corporation architectures, read against the corporate-practice doctrine.",
     "state": "PROPOSED"
    },
    {
     "n": 79,
     "title": "Management agreement clauses",
     "question": "Control terms exposed in public litigation.",
     "state": "PROPOSED"
    },
    {
     "n": 80,
     "title": "Bankruptcy aftermath",
     "question": "Wages, continuity of care, contracts, asset sales, ownership, licences and closures after a filing.",
     "state": "PROPOSED"
    },
    {
     "n": 118,
     "title": "Medication access journey",
     "question": "Prescription, pharmacy, formulary, authorisation, benefit manager, denial, appeal.",
     "state": "PROPOSED"
    },
    {
     "n": 119,
     "title": "Why this costs so much",
     "question": "Imaging, emergency visit, insulin, ambulance, admission, specialty drug, laboratory — each payment layer named.",
     "state": "PROPOSED"
    },
    {
     "n": 120,
     "title": "Middlemen atlas",
     "question": "Benefit managers, administrators, purchasing organisations, clearinghouses and utilisation vendors.",
     "state": "PROPOSED"
    }
   ]
  },
  {
   "id": "facilities",
   "name": "Facilities, closures and delegated care",
   "premise": "Where services stop existing, and who is responsible when the state contracts them out.",
   "items": [
    {
     "n": 81,
     "title": "Service-line closure atlas",
     "question": "Obstetrics, behavioural health, trauma, paediatrics, dialysis, oncology.",
     "state": "PROPOSED"
    },
    {
     "n": 82,
     "title": "Maternity desert dynamics",
     "question": "Why obstetric units close while demand persists.",
     "state": "PROPOSED"
    },
    {
     "n": 83,
     "title": "Emergency boarding dashboard",
     "question": "Where state data allow the measurement.",
     "state": "PROPOSED"
    },
    {
     "n": 84,
     "title": "Response and diversion",
     "question": "Emergency response and hospital diversion as local policy.",
     "state": "PROPOSED"
    },
    {
     "n": 85,
     "title": "Correctional contractor database",
     "question": "Contracts, jurisdictions, ownership, litigation, findings, accreditation and enforcement history.",
     "state": "PROPOSED"
    },
    {
     "n": 86,
     "title": "Deaths in custody registry",
     "question": "Structured and source-driven. Causation never inferred from sequence.",
     "state": "PROPOSED"
    },
    {
     "n": 87,
     "title": "Jail healthcare contract library",
     "question": "Staffing requirements, penalties, indemnification, quality metrics and mortality review.",
     "state": "PROPOSED"
    },
    {
     "n": 88,
     "title": "Delegated clinical function",
     "question": "What happens when the state contracts out clinical judgement but keeps constitutional responsibility.",
     "state": "PROPOSED"
    }
   ]
  },
  {
   "id": "pipeline",
   "name": "The training pipeline and physician immigration",
   "premise": "Four datasets the institute has already named as missing.",
   "items": [
    {
     "n": 89,
     "title": "Residency visa transparency database",
     "question": "Programme, specialty, sponsorship, examination and graduation cutoffs, experience requirements, with a source date on every field.",
     "state": "PROPOSED"
    },
    {
     "n": 90,
     "title": "Programme transparency index",
     "question": "Not a quality ranking. A disclosure ranking.",
     "state": "PROPOSED"
    },
    {
     "n": 91,
     "title": "Opportunity database",
     "question": "Verified electives, observerships and research positions, with eligibility, fees and sponsorship. No paid listings.",
     "state": "PROPOSED"
    },
    {
     "n": 92,
     "title": "Application waste calculator",
     "question": "Applications submitted to programmes whose own published screen excludes the applicant.",
     "state": "PROPOSED"
    },
    {
     "n": 93,
     "title": "Filtering observatory",
     "question": "Which filters remove an applicant before any holistic review occurs.",
     "state": "PROPOSED"
    },
    {
     "n": 94,
     "title": "Training money map",
     "question": "Who finances residency, and through which appropriation.",
     "state": "PROPOSED"
    },
    {
     "n": 95,
     "title": "Slot expansion tracker",
     "question": "Which states and institutions are actually creating positions.",
     "state": "PROPOSED"
    },
    {
     "n": 96,
     "title": "Visa workforce map",
     "question": "Waiver physicians by geography, where public data permit.",
     "state": "PROPOSED"
    },
    {
     "n": 97,
     "title": "Alternative licensure tracker",
     "question": "Fifty-state legislation and implementation for internationally trained physicians.",
     "state": "PROPOSED"
    }
   ]
  },
  {
   "id": "ai",
   "name": "Machine decisions, devices and evidence integrity",
   "premise": "Accountability for systems that produce clinical text and coverage outcomes.",
   "items": [
    {
     "n": 100,
     "title": "Incident registry",
     "question": "Documented healthcare failures: bias, fabricated text, erroneous denial, diagnostic error, security, model drift. Documented cases only.",
     "state": "PROPOSED"
    },
    {
     "n": 101,
     "title": "Clinical provenance project",
     "question": "Who generated the text, who edited it, who adopted it, and who bears the consequence.",
     "state": "PROPOSED"
    },
    {
     "n": 102,
     "title": "Scribe contract observatory",
     "question": "Vendor terms on data use, retention, training, privacy, indemnification and physician attestation.",
     "state": "PROPOSED"
    },
    {
     "n": 103,
     "title": "The device boundary",
     "question": "Systems inside device regulation and systems outside it.",
     "state": "PROPOSED"
    },
    {
     "n": 104,
     "title": "Algorithmic coverage registry",
     "question": "Public action and litigation involving automated coverage decisions.",
     "state": "PROPOSED"
    },
    {
     "n": 105,
     "title": "Evidence quality scorecard",
     "question": "Prospective validation, external validation, trial evidence, post-market monitoring, subgroup analysis.",
     "state": "PROPOSED"
    },
    {
     "n": 106,
     "title": "Device failure timeline",
     "question": "Clearance, signal, recall, litigation.",
     "state": "PROPOSED"
    },
    {
     "n": 107,
     "title": "Warning-letter network",
     "question": "Company histories and recurring findings.",
     "state": "PROPOSED"
    },
    {
     "n": 108,
     "title": "Trial noncompliance registry",
     "question": "Sponsor and institution patterns in results reporting.",
     "state": "PROPOSED"
    },
    {
     "n": 109,
     "title": "Retraction tracker",
     "question": "High-impact clinical retractions and their guideline consequences.",
     "state": "PROPOSED"
    },
    {
     "n": 110,
     "title": "Evidence lag observatory",
     "question": "Evidence to guideline to coverage to practice, measured in years.",
     "state": "PROPOSED"
    },
    {
     "n": 111,
     "title": "Guideline politics",
     "question": "Conflicts, panel composition, evidence quality and strength of recommendation.",
     "state": "PROPOSED"
    },
    {
     "n": 112,
     "title": "Consensus evolution",
     "question": "Where clinical consensus reversed, and what the reversal cost.",
     "state": "PROPOSED"
    },
    {
     "n": 113,
     "title": "What medicine got wrong",
     "question": "Abandoned procedures, withdrawn medicines, reversed screening, and the policy that followed each.",
     "state": "PROPOSED"
    }
   ]
  },
  {
   "id": "harm",
   "name": "Safety, harm and administrative injury",
   "premise": "Harm that arrives through paperwork rather than through medicine.",
   "items": [
    {
     "n": 114,
     "title": "Regulatory failure case studies",
     "question": "Signal, missed opportunity, harm, investigation, reform.",
     "state": "PROPOSED"
    },
    {
     "n": 115,
     "title": "Never-event transparency",
     "question": "Where data permit publication.",
     "state": "PROPOSED"
    },
    {
     "n": 116,
     "title": "Diagnostic delay observatory",
     "question": "System failure rather than individual fault.",
     "state": "PROPOSED"
    },
    {
     "n": 117,
     "title": "Referral failure observatory",
     "question": "Where coordination structurally breaks.",
     "state": "PROPOSED"
    },
    {
     "n": 123,
     "title": "Medical economics for physicians",
     "question": "Relative value units, conversion factors, capitation, shared savings, risk adjustment, facility fees and payment groupings, explained.",
     "state": "PROPOSED"
    },
    {
     "n": 124,
     "title": "Productivity surveillance",
     "question": "How employers measure physicians, and what the measurement changes.",
     "state": "PROPOSED"
    },
    {
     "n": 125,
     "title": "Metric gaming observatory",
     "question": "Documented incentives to improve the measure rather than the care.",
     "state": "PROPOSED"
    },
    {
     "n": 126,
     "title": "Small practice survival",
     "question": "Reimbursement, security costs, credentialing, authorisation, records, malpractice, staffing, rent, compliance.",
     "state": "PROPOSED"
    },
    {
     "n": 127,
     "title": "Independence versus consolidation",
     "question": "The economic comparison, done honestly.",
     "state": "PROPOSED"
    },
    {
     "n": 128,
     "title": "The cost of being a physician",
     "question": "Training, licensure, registration, certification, education, malpractice, credentialing, dues.",
     "state": "PROPOSED"
    },
    {
     "n": 129,
     "title": "Patient time as cost",
     "question": "Travel, waiting, authorisation, referral delay, appeals, paperwork.",
     "state": "PROPOSED"
    },
    {
     "n": 130,
     "title": "Administrative harm",
     "question": "Harm arising from delay, denial, paperwork, credentialing error, network error, automated decision and regulatory lag.",
     "state": "PUBLISHED",
     "route": "/policy/administrative-harm/",
     "note": "First published output: the eight-mechanism taxonomy. A taxonomy for measurement — no frequency claimed."
    }
   ]
  }
 ],
 "counts": {
  "clusters": 12,
  "items": 130
 },
 "flagship": {
  "name": "California Medical Discipline Observatory",
  "firstDataset": "California alcohol-related physician discipline",
  "researchQuestion": "Why can an apparently similar off-duty alcohol-related event result in a public reprimand for one California physician and years of monitored probation for another?",
  "refusedThesis": "The observatory does not open with the claim that discipline is arbitrary. That proposition is not established by the public record, and it is not the interesting question.",
  "method": [
   "code the charge selection",
   "code the facts the decision-maker found",
   "code representation and procedural route",
   "code the evidence that reached the decision-maker",
   "code the reasoning given for any departure from the published range",
   "code the final action and its burden"
  ],
  "guardrails": [
   "no named individual outcome published from a secondary summary",
   "every record verified against the issuing body’s published document",
   "allegation distinguished from finding in every field",
   "no correlation reported as cause"
  ],
  "codebook": "/research/medical-discipline-observatory/"
 },
 "dateModified": "2026-09-02",
 "tranches": {
  "two": {
   "name": "Analytic items requiring no new record collection",
   "items": [
    21,
    32,
    130,
    41,
    46
   ],
   "state": "COMPLETE",
   "completed": "2026-09-02",
   "note": "Five items published as five policy analyses: who actually decides, the regulatory cascade, administrative harm, professionalism as a standard, anonymous allegations. Each is a map or taxonomy; none claims a frequency."
  }
 }
}