{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001345537,0.0002306374,0.001111716,0.0001471668,0.00003549008,0.000001615671,0.0001544214,0.0001173625,0.00008334282],"category_scores_gemma":[0.01129164,0.0001743757,0.00006527985,0.0002731569,0.001210811,0.0002361334,0.0001765926,0.0004401949,0.000004036229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004181645,"about_ca_system_score_gemma":0.0002401346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003981905,"about_ca_topic_score_gemma":0.0002114968,"domain_scores_codex":[0.9970951,0.0006317141,0.001161656,0.0004368732,0.0003354177,0.0003392274],"domain_scores_gemma":[0.9957958,0.002730859,0.0005035601,0.0004760353,0.0001205981,0.0003730957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001362748,0.0006306081,0.9734591,0.003412148,0.0000598212,0.002326587,0.006690911,1.786446e-7,0.008883108,0.001688877,0.0008663196,0.0006196571],"study_design_scores_gemma":[0.02801667,0.006071614,0.742,0.03328795,0.0007030307,0.001346994,0.008121511,0.0000453193,0.001412942,0.000251703,0.1781897,0.0005525122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.900054,0.09359077,0.00001858253,0.004979518,0.0001598886,0.0005759045,0.0002591179,0.0000177126,0.000344462],"genre_scores_gemma":[0.9559875,0.0374846,0.0003360339,0.005847446,0.0001274965,0.00006112832,0.00008163531,0.00001996425,0.00005421965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.231459,"threshold_uncertainty_score":0.9970367,"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."}}