{"id":"W2184447124","doi":"10.5858/arpa.2014-0628-oa","title":"Diagnostic Discrepancies in Mandatory Slide Review of Extradepartmental Head and Neck Cases: Experience at a Large Academic Center","year":2015,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadiana.org","funders":"","keywords":"Medicine; Medical diagnosis; Head and neck; Subspecialty; Second opinion; Concordance; Surgical pathology; Radiology; General surgery; Pathology; Surgery; Internal medicine","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":[0.00566238,0.0007346153,0.0004477932,0.001828845,0.001756501,0.001402422,0.001979774,0.00123513,0.003364952],"category_scores_gemma":[0.03407425,0.0009857537,0.0003686576,0.001876783,0.001774303,0.001265939,0.003187673,0.001296025,0.0008818423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002085333,"about_ca_system_score_gemma":0.001776276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004040121,"about_ca_topic_score_gemma":0.00965587,"domain_scores_codex":[0.9933434,0.002163589,0.0009036048,0.00111104,0.001775729,0.0007026565],"domain_scores_gemma":[0.9745328,0.009339917,0.007023199,0.00225813,0.00290827,0.003937742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003113311,0.0005378291,0.9002295,0.0002632638,0.00008200621,0.03862962,0.01152771,0.0005451194,0.002969294,0.0001122729,0.002231022,0.0425611],"study_design_scores_gemma":[0.00006888425,0.001698131,0.7840884,0.0002697919,0.000127776,0.1737257,0.02095739,0.002640431,0.006870731,0.0003167727,0.009091715,0.0001442027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966983,0.001036729,0.0006590527,0.0002512252,0.00003134037,0.00005385856,0.00005742199,0.00006421372,0.001147844],"genre_scores_gemma":[0.9970403,0.0005684635,0.001712515,0.0002092787,0.00005225081,0.00002165235,0.000113949,0.00003222365,0.0002491972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00566238,"threshold_uncertainty_score":0.02994591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06587332566500068,"score_gpt":0.4098274758182742,"score_spread":0.3439541501532736,"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."}}