{"id":"W2613162682","doi":"10.1001/jamaoncol.2017.0751","title":"Associations of Luminal and Basal Subtyping of Prostate Cancer With Prognosis and Response to Androgen Deprivation Therapy","year":2017,"lang":"en","type":"article","venue":"JAMA Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":317,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Genome British Columbia","funders":"","keywords":"Medicine; Prostate cancer; Retrospective cohort study; Androgen deprivation therapy; Oncology; Internal medicine; Prospective cohort study; Prostate; Subtyping; Metastasis; Cancer; Pathology","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":[0.000981666,0.0001819517,0.0002954429,0.0005453744,0.0002471655,0.0006110152,0.0002771949,0.000355998,0.001080486],"category_scores_gemma":[0.003116482,0.0001086453,0.0002504947,0.0005349605,0.0002733227,0.000276416,0.0003761452,0.0003799454,0.0001892255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001856804,"about_ca_system_score_gemma":0.0003316357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001629768,"about_ca_topic_score_gemma":0.003580124,"domain_scores_codex":[0.9994946,0.000157041,0.00007024546,0.0001073983,0.0001121845,0.00005850367],"domain_scores_gemma":[0.9981652,0.0004490652,0.0006919618,0.0002436348,0.0001984944,0.000251714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000107242,0.000004850074,0.9975821,0.000004622076,0.00002939297,0.00001125901,0.000007929578,0.00004841089,0.0004191705,0.00001068054,0.00004382314,0.001730353],"study_design_scores_gemma":[0.000004525762,0.00007262119,0.9982046,0.000006838105,0.00003471073,0.000339272,0.00005810953,0.0007120519,0.0002959819,0.00005495895,0.0002127941,0.00000356356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983476,0.000496275,0.0003780721,0.00005415832,0.000005919479,0.000006382794,0.0003312029,0.000007872503,0.0003723385],"genre_scores_gemma":[0.9991567,0.00007413907,0.0001917725,0.00001719138,0.000006257987,0.000003185513,0.0004865642,0.000002238998,0.00006190382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001629768,"threshold_uncertainty_score":0.005191565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03806270671449913,"score_gpt":0.350841259632572,"score_spread":0.3127785529180728,"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."}}