{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002539077,0.00006820288,0.0002588202,0.00005661078,0.00008452228,0.00001248552,0.00003089645,0.00005784862,0.000006691011],"category_scores_gemma":[0.0001429995,0.00005054535,0.00001578961,0.00004405766,0.0001120144,0.00007153869,0.00002901858,0.00004701527,1.743443e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001228986,"about_ca_system_score_gemma":0.0002593177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005380592,"about_ca_topic_score_gemma":0.000424795,"domain_scores_codex":[0.999465,0.00004867689,0.0001513091,0.0001462533,0.00008474418,0.0001040367],"domain_scores_gemma":[0.9992665,0.0001283766,0.0002402623,0.0001303902,0.0001706789,0.00006376565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003887478,0.0001727824,0.9151415,0.00002773535,0.0001381128,0.00001131866,0.001671277,0.00000111392,0.007188136,0.00002306335,0.0001473582,0.07159013],"study_design_scores_gemma":[0.003756804,0.003073771,0.9492278,0.0001229487,0.00007700391,0.000007086366,0.0001064938,0.00001158028,0.0419611,0.00003407618,0.001575633,0.00004577271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984664,0.0006282078,0.000003506161,0.01385333,0.00002938449,0.0006427049,0.00007863211,0.000004977773,0.00009523964],"genre_scores_gemma":[0.9974144,0.001225064,0.0007928165,0.000284369,0.00003282509,0.0002064103,0.000008506226,0.000008114595,0.00002753022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07154436,"threshold_uncertainty_score":0.2061179,"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."}}