{"id":"W4390394118","doi":"10.5858/arpa.2023-0446-le","title":"In Support of Magnani and Taylor","year":2023,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital; Saskatchewan Health Authority","funders":"Irving Medical Center, Columbia University; National Cancer Institute; Medical Center, University of Pittsburgh; Aalborg Universitetshospital; University of Pittsburgh; Aalborg Universitet; Cardiff University; Tufts Medical Center","keywords":"Checklist; Quality assurance; Accreditation; Statement (logic); Medicine; Pathology; Psychology; Medical education; Law; Political science; External quality assessment","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01999353,0.001079305,0.001699167,0.001364747,0.003767242,0.01456797,0.003580136,0.01688805,0.01514891],"category_scores_gemma":[0.1979815,0.0007021691,0.00117725,0.001085648,0.00578655,0.00923406,0.003849067,0.03871249,0.01483852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004045963,"about_ca_system_score_gemma":0.01450469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002812647,"about_ca_topic_score_gemma":0.005879477,"domain_scores_codex":[0.9704126,0.00485304,0.002894077,0.004129418,0.01563617,0.002074833],"domain_scores_gemma":[0.8400685,0.03632487,0.01082263,0.006136019,0.08046176,0.02618626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000215139,0.000009208539,0.00009652551,0.0000742975,0.00000734035,0.0001450287,0.0001650843,0.00001443657,0.0000454158,0.002568441,0.9891413,0.007711319],"study_design_scores_gemma":[0.00001426573,0.00001480781,0.0001699542,0.0003173767,0.00000984321,0.0004318833,0.0002645046,0.00009942769,0.0001150309,0.002697295,0.9958391,0.00002648598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001415503,0.003386541,0.000605219,0.6537613,0.3381751,0.00002527992,0.0000371262,0.00007652236,0.003791245],"genre_scores_gemma":[0.004993114,0.004974127,0.00167841,0.6283957,0.3326808,0.0001082808,0.00005330246,0.000176844,0.02693949],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01999353,"threshold_uncertainty_score":0.1057371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03785187911605499,"score_gpt":0.3723792127116091,"score_spread":0.3345273335955541,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}