{"id":"W3201585333","doi":"10.1001/jamaoncol.2021.3987","title":"Prognosis Associated With Luminal and Basal Subtypes of Metastatic Prostate Cancer","year":2021,"lang":"en","type":"article","venue":"JAMA Oncology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Cancer Institute","keywords":"Medicine; Prostate cancer; Basal (medicine); Internal medicine; Oncology; Prostate; Pathology; Cancer; Biopsy","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":[0.0001773949,0.00009313734,0.0003602061,0.00006028862,0.00003819469,0.000009928409,0.00002736485,0.00006634025,0.0001738622],"category_scores_gemma":[0.0001468431,0.00006222629,0.00003160512,0.0002524024,0.0002195312,0.00005198885,0.00003620908,0.0001601779,0.000002124845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001664092,"about_ca_system_score_gemma":0.001130537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001238449,"about_ca_topic_score_gemma":0.00049821,"domain_scores_codex":[0.9991079,0.0001127378,0.0001557225,0.0002032894,0.0001863439,0.0002340128],"domain_scores_gemma":[0.9991958,0.0001679967,0.00008696786,0.00008670747,0.0003615035,0.0001010479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003184232,0.001240638,0.9247697,0.0004365391,0.001429102,0.002246271,0.0017779,0.000002649735,0.01295343,0.00008451222,0.003887746,0.04798729],"study_design_scores_gemma":[0.01582986,0.005763121,0.8671627,0.0005280608,0.001023518,0.0001859944,0.001499882,0.0001460247,0.09618986,0.0002246621,0.01125232,0.0001939687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985209,0.002956726,0.000001967062,0.009739414,0.0000554742,0.0003716409,0.00004768451,0.00001551519,0.001602536],"genre_scores_gemma":[0.9942263,0.001044058,0.0005554148,0.000342859,0.00004858983,0.0001603605,0.00007231681,0.00001527573,0.003534778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08323643,"threshold_uncertainty_score":0.2537514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03329409438283301,"score_gpt":0.352235723384815,"score_spread":0.318941629001982,"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."}}