{"id":"W2967879013","doi":"10.1016/j.jasc.2019.07.005","title":"Proceedings of the American Society of Cytopathology companion session at the 2019 United States and Canadian Academy of Pathology Annual meeting, part 2: effusion cytology with focus on theranostics and diagnosis of malignant mesothelioma","year":2019,"lang":"en","type":"article","venue":"Journal of the American Society of Cytopathology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Vancouver General Hospital","funders":"","keywords":"Medicine; Mesothelioma; Cytopathology; Malignancy; Serous fluid; Pathology; BAP1; Fluorescence in situ hybridization; Cytology; General surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005050791,0.001141765,0.0008283873,0.002293131,0.002274255,0.003082843,0.00102191,0.00384152,0.02471138],"category_scores_gemma":[0.004439355,0.0004802127,0.0008869176,0.0006943204,0.0008885599,0.001060291,0.001802223,0.00430127,0.006957063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001846022,"about_ca_system_score_gemma":0.003716795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004757714,"about_ca_topic_score_gemma":0.02632593,"domain_scores_codex":[0.998485,0.0003345333,0.0001164074,0.0001732548,0.0006970906,0.0001937198],"domain_scores_gemma":[0.9945624,0.0007254896,0.0003168462,0.000180995,0.00264199,0.001572298],"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":[0.0003568234,0.0003057021,0.002196135,0.0002391725,0.00004943257,0.0006294989,0.0001247135,0.0001384017,0.003864353,0.0004881343,0.9235011,0.0681064],"study_design_scores_gemma":[0.00007904286,0.0002134345,0.01191859,0.0002874486,0.00004955527,0.0009083616,0.0002935342,0.0003595936,0.001253159,0.0008878938,0.9837214,0.00002789412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.01744138,0.06294958,0.006987333,0.1937576,0.5709246,0.00150607,0.00140829,0.0004265334,0.1445986],"genre_scores_gemma":[0.05584776,0.06079311,0.006753202,0.02535058,0.3574567,0.0009309204,0.002363259,0.0003148697,0.4901896],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02471138,"threshold_uncertainty_score":0.08266777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007754511256755965,"score_gpt":0.2469252782178135,"score_spread":0.2391707669610575,"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."}}