{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004876737,0.0001916698,0.0002584003,0.0004629049,0.000318163,0.0006124772,0.0002760002,0.0002924686,0.001531147],"category_scores_gemma":[0.001700295,0.0001428655,0.000263548,0.0005192789,0.0003546831,0.0003080184,0.0004583666,0.0003988924,0.0002057055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002275171,"about_ca_system_score_gemma":0.0003044266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001736499,"about_ca_topic_score_gemma":0.002742881,"domain_scores_codex":[0.9997253,0.00005994265,0.00002234802,0.00006721573,0.0000684216,0.00005675239],"domain_scores_gemma":[0.9987651,0.0001423101,0.0005736806,0.00008209899,0.0001004101,0.0003364614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001124481,0.000004890717,0.9987884,0.000003178689,0.00001947984,0.00003231887,0.00001108186,0.00003215439,0.0001741848,0.00001237729,0.00004785452,0.0007615788],"study_design_scores_gemma":[0.000005029322,0.00006193826,0.9990073,0.000003564827,0.00001933371,0.0004344269,0.00006921108,0.0001773217,0.00007490785,0.00005008532,0.00009369502,0.000003221511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988288,0.0002688481,0.0001340063,0.00004630813,0.000004336501,0.000004878933,0.0002903304,0.000005872698,0.0004166357],"genre_scores_gemma":[0.9995077,0.00004997139,0.00004236696,0.000008179941,0.000005988923,0.000002252869,0.0003114052,0.000001541488,0.00007069309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001736499,"threshold_uncertainty_score":0.005122244,"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."}}