{"id":"W4316675178","doi":"10.1111/his.14867","title":"Interobserver reproducibility of cribriform cancer in prostate needle biopsies and validation of International Society of Urological Pathology criteria","year":2023,"lang":"en","type":"article","venue":"Histopathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Orionin Tutkimussäätiö; Swedish Cancer Foundation; Wellcome Trust","keywords":"Prostate cancer; Cribriform; Medicine; Reproducibility; Pathology; Anatomical pathology; Biopsy; Radiology; Cancer; Carcinoma; Internal medicine; Immunohistochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0006443674,0.00008667856,0.0003904717,0.0001085898,0.0000121191,0.000001547579,0.00005202932,0.00007554184,0.00005856105],"category_scores_gemma":[0.0001747928,0.00007220932,0.00007294209,0.0001695651,0.0004173519,0.00004638279,0.00009853028,0.00007501922,8.556763e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008440606,"about_ca_system_score_gemma":0.00006666935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001490917,"about_ca_topic_score_gemma":0.00001579271,"domain_scores_codex":[0.998877,0.00005391881,0.0004430891,0.00041679,0.00008457644,0.0001246245],"domain_scores_gemma":[0.9992589,0.00005051681,0.0001938776,0.0003212829,0.0001509866,0.0000244214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003299844,0.0002324185,0.868561,0.0002665712,0.0000131318,0.00003745857,0.003147915,0.0000179707,0.1251548,0.00006947327,0.000510463,0.001658777],"study_design_scores_gemma":[0.001003678,0.0005679813,0.942041,0.0000716223,0.00003449872,0.00003883046,0.0001996846,0.0001175256,0.0551431,0.000337471,0.000399034,0.00004562819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963796,0.0007843675,0.000007144905,0.002056439,0.0002596434,0.0002613921,0.0001453785,0.0000155625,0.00009047775],"genre_scores_gemma":[0.9976852,0.001543204,0.0004251857,0.00009017453,0.00001867917,0.00007095841,0.00007355378,0.000006817054,0.00008624178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07347992,"threshold_uncertainty_score":0.2944611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04494763442806524,"score_gpt":0.3297076540683581,"score_spread":0.2847600196402928,"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."}}