{"id":"W4292978844","doi":"10.1200/jco.22.00644","title":"Long-Term Outcomes and Genetic Predictors of Response to Metastasis-Directed Therapy Versus Observation in Oligometastatic Prostate Cancer: Analysis of STOMP and ORIOLE Trials","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":243,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of British Columbia","funders":"National Cancer Institute; Astellas Pharma; AstraZeneca","keywords":"Medicine; Hazard ratio; Internal medicine; Oncology; Prostate cancer; Clinical endpoint; Cancer; Clinical trial; Confidence interval","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":[0.007797812,0.0001129378,0.002455684,0.0008573636,0.00003074683,0.000004851505,0.0000938704,0.00007388477,0.0001060017],"category_scores_gemma":[0.004381021,0.00007367962,0.0003036454,0.001001448,0.000149252,0.00005197094,0.00006787361,0.0003498535,8.592576e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001937484,"about_ca_system_score_gemma":0.001254941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001242114,"about_ca_topic_score_gemma":0.0001987988,"domain_scores_codex":[0.9942523,0.002578121,0.002348955,0.0001820642,0.0004719286,0.0001666179],"domain_scores_gemma":[0.9912767,0.00650966,0.00153131,0.0001388306,0.0003280353,0.0002153999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1144766,0.000706334,0.8150772,0.00003320911,0.005042712,0.0001443225,0.0006179882,0.0002858232,0.001442164,9.182123e-7,0.00004257055,0.06213012],"study_design_scores_gemma":[0.02309039,0.0170729,0.9563485,0.00003417827,0.002402931,0.000007573731,0.0001972234,0.0001133789,0.000261181,0.00001248479,0.0004073868,0.00005181762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912127,0.004498857,0.000005600256,0.003257608,0.0003477171,0.0005858109,0.00008407701,0.000003600248,0.000003994621],"genre_scores_gemma":[0.9902135,0.008610933,0.0008375091,0.0001498999,0.00004182163,0.00003761893,0.000008881365,0.000009740036,0.00009009049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1412713,"threshold_uncertainty_score":0.5244809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3077671283698146,"score_gpt":0.5398081416264104,"score_spread":0.2320410132565959,"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."}}