{"id":"W4214806444","doi":"10.1097/pas.0000000000001497","title":"The 2019 International Society of Urological Pathology (ISUP) Consensus Conference on Grading of Prostatic Carcinoma","year":2020,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":685,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Princess Margaret Cancer Centre","funders":"","keywords":"Grading (engineering); Medicine; Consensus conference; Carcinoma; Pathology; 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":[0.04072057,0.001030835,0.001791231,0.009134459,0.001958111,0.004234572,0.004872631,0.003237196,0.002969781],"category_scores_gemma":[0.03687017,0.0007050753,0.003357529,0.004707805,0.002337938,0.001963956,0.003914877,0.006412197,0.003374532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004666055,"about_ca_system_score_gemma":0.0152999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01621938,"about_ca_topic_score_gemma":0.02313783,"domain_scores_codex":[0.9829726,0.007151178,0.002819042,0.0006221631,0.005620901,0.0008141628],"domain_scores_gemma":[0.9547372,0.006007539,0.00256287,0.001630056,0.03213087,0.002931469],"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":[0.0002092617,0.0001180495,0.006680983,0.003547636,0.0002635097,0.0004178717,0.0004725831,0.001264999,0.002366581,0.004839395,0.6136746,0.3661445],"study_design_scores_gemma":[0.00007375811,0.0002127836,0.01596235,0.007720277,0.0003285589,0.002397655,0.0008773552,0.001615045,0.002003296,0.007510324,0.9611309,0.0001677],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02015887,0.2499103,0.162276,0.3801659,0.1066254,0.003466745,0.006756151,0.001689932,0.06895071],"genre_scores_gemma":[0.1311287,0.2073747,0.4722781,0.06608354,0.03191617,0.00405412,0.02990704,0.001445233,0.05581244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04072057,"threshold_uncertainty_score":0.2153535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04076937703475506,"score_gpt":0.3022602200113567,"score_spread":0.2614908429766016,"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."}}