{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05165904,0.0005505851,0.0005782493,0.003352619,0.0007782454,0.001502922,0.001559985,0.0009101861,0.001036862],"category_scores_gemma":[0.1002539,0.0003620207,0.0008831776,0.001297637,0.001439519,0.0008824008,0.002446993,0.0005206467,0.0004249932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006913106,"about_ca_system_score_gemma":0.0005702155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002681409,"about_ca_topic_score_gemma":0.004163205,"domain_scores_codex":[0.9561161,0.02118543,0.00665828,0.005840736,0.008973166,0.001226367],"domain_scores_gemma":[0.8935928,0.05658134,0.01425692,0.01281645,0.02118678,0.001565643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003342469,0.00002352064,0.9822986,0.0001352376,0.0003455212,0.00008824786,0.000947503,0.0004307666,0.001777145,0.00009862935,0.0002979209,0.0132228],"study_design_scores_gemma":[0.00002947241,0.0002381868,0.9870597,0.0001563416,0.0002165303,0.001086156,0.000761209,0.005654647,0.003202393,0.0003178355,0.001243355,0.0000341636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789572,0.002797006,0.01185026,0.0001488393,0.0001639538,0.0001665564,0.0002793218,0.0001249092,0.00551198],"genre_scores_gemma":[0.9959312,0.0001497648,0.003251635,0.00004622843,0.00003881624,0.0000566288,0.0003252686,0.00002417835,0.0001762463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05165904,"threshold_uncertainty_score":0.2732024,"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."}}