{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/physicians-pathologists/", "methodology": "https://cookedindex.com/methodology", "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.", "scored_at": "2026-08-11", "model": "claude-opus-5", "occupation": { "title": "Physicians, Pathologists", "soc_code": "29-1222", "category": "Healthcare", "us_employment": 11110, "median_annual_wage": 312400 }, "verdict": "EXPOSED", "risk_resistance": 63, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 8, "embodiment": 11, "liability_shield": 19, "trust_premium": 9, "judgment_accountability": 16 }, "reasoning": { "task_resistance": "An 8 reflects that the bulk of a surgical pathologist's day — screening H&E slides, grading prostate and breast carcinoma, counting mitoses, scoring ER/PR/HER2 and Ki-67, hunting micrometastases in sentinel nodes — is now matched by commercial whole-slide algorithms, and synoptic CAP cancer templates make the report itself a fillable structure; it isn't lower because gross dissection, margin orientation, frozen-section triage under time pressure, and correlating an odd immunoprofile with clinical history and molecular results still need you at the scope.", "embodiment": "An 11 comes from the hours you actually spend with your hands on tissue and needles — grossing a Whipple or colectomy, inking and sectioning margins, performing FNAs and bone marrow aspirates, cutting frozen sections at the cryostat, doing autopsy evisceration — but it stays out of the 13+ band because all of it happens in a fixed, ventilated grossing room or morgue you control, not in unpredictable field conditions.", "liability_shield": "A 19 is warranted because nothing leaves the lab without an MD signature on the diagnostic report, board certification in anatomic and/or clinical pathology gates the job, and under CLIA '88 the laboratory director is a named individual personally answerable to CMS for the entire lab's proficiency testing, validation, and QA — plus you are the defendant of record when a missed melanoma or mis-graded biopsy becomes a malpractice claim.", "trust_premium": "A 9 fits because most patients never learn your name and your customer is the ordering clinician — but the tumor board where you defend a diagnosis in front of surgeons and oncologists, the frozen-section phone call to an operating surgeon, and the referral consults sent to you specifically for sarcoma or hematopathology are relationships built on your personal reputation, which is why this isn't a 3.", "judgment_accountability": "A 16 recognises that you make irreversible, ambiguous calls with no procedure to hide behind — benign versus malignant on a scant atypical core, whether a melanocytic lesion crosses into melanoma, calling a margin positive when re-excision means the surgeon reopens the patient, ruling on cause of death — and you must decide when to defer, order more IHC, or overrule an algorithm's output while the clinical clock runs." }, "rationale": "Pathology is the medical specialty most exposed to current AI: whole-slide image interpretation, Gleason and Nottingham grading, mitotic counting, IHC quantification, and lymph node metastasis detection are exactly the pattern-recognition tasks deep learning already does at or near expert level, and reports are structured text. What holds is the physical and legal core — gross dissection of resection specimens, intraoperative frozen sections with the surgeon waiting, autopsies, FNAs, and the fact that a licensed MD must sign every diagnostic report and serve as CLIA laboratory director. Expect fewer pathologists reading more cases with AI pre-screening, not an empty specialty.", "outlook": "By 2035 AI pre-screens and pre-grades most slides, pathologist headcount flattens or falls while case volume per pathologist rises sharply, and the job recenters on grossing, frozen sections, lab directorship, and molecular integration.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "CMS/CLIA rulemaking or a CAP checklist requirement that explicitly names AI-assisted whole-slide diagnosis as requiring a named board-certified pathologist's attestation per case (not per-batch validation), plus a CLIA lab-director sign-off on each algorithm version deployed — CAP's AI committee and the FDA's Paige Prostate de novo authorization already condition use on pathologist confirmation", "plausibility": "already happening", "would_add": 1 }, { "dimension": "judgment_accountability", "change": "Task-mix concentration: as AI pre-screens negatives and grades routine prostate/breast cases, the signed-out workload shifts toward discordance adjudication, rare-tumor and hematopathology sign-out, molecular tumor board correlation, and being the accountable human when the algorithm and the clinical picture conflict. Also raised if malpractice carriers begin writing policies that name the pathologist as the responsible reviewer of AI-flagged cases", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Two genuine tiers exist. If routine screening-tier reads are automated, the residual job is grossing complex resections, frozen-section margin calls with the surgeon in the room, cytology adequacy judgment at the FNA needle, and integrating molecular/genomic results into a single diagnostic narrative — none of which current systems produce end-to-end. Watch for whether AI vendors ship gross-room and frozen-section workflow products or stay in the WSI viewer", "plausibility": "plausible", "would_add": 4 }, { "dimension": "embodiment", "change": "Rises only if health systems reverse specimen-handling centralization — e.g. state licensure or CAP rules restricting digital-only remote sign-out across state lines, forcing on-site pathologists for grossing and intraoperative consultation at each hospital. Interstate telepathology licensure fights are real but currently trend the other way", "plausibility": "unlikely", "would_add": 2 } ], "ceiling_note": "Trust premium has no plausible route: patients almost never know their pathologist's name, do not choose one, and cannot pay for a human reader — the buyer is the hospital or lab, optimizing cost per slide. Any protection here is legal and institutional, not consumer preference. Even with the liability shield near maximum, a shield determines who signs, not how many signers are needed; headcount can fall sharply while every report remains physician-signed." }, "adjudication": null, "employment_history": { "points": [ { "y": 2021, "emp": 11010, "wage": 239200 }, { "y": 2022, "emp": 12320, "wage": 239200 }, { "y": 2023, "emp": 11020, "wage": 239200 }, { "y": 2024, "emp": 11800, "wage": 239200 }, { "y": 2025, "emp": 11110, "wage": 312400 } ], "from": 2021, "to": 2025, "change_pct": 0.9, "comparable_from": 2021, "spans_soc_revision": false }, "pivots": [ { "slug": "anesthesiologists", "title": "Anesthesiologists", "verdict": "SAFE", "risk_resistance": 89, "median_wage": 391490, "overlap": 82, "skills_to_close": [ "Operations Monitoring", "Operation and Control", "Social Perceptiveness", "Monitoring" ] }, { "slug": "obstetricians-and-gynecologists", "title": "Obstetricians and Gynecologists", "verdict": "SAFE", "risk_resistance": 91, "median_wage": 292910, "overlap": 79, "skills_to_close": [ "Coordination", "Social Perceptiveness", "Service Orientation", "Monitoring" ] }, { "slug": "dermatologists", "title": "Dermatologists", "verdict": "SAFE", "risk_resistance": 78, "median_wage": 328730, "overlap": 77, "skills_to_close": [ "Service Orientation", "Social Perceptiveness" ] } ], "license": "https://cookedindex.com/terms" }