{"id":"W3217747474","doi":"10.3389/fonc.2021.778858","title":"Effect of Chemotherapy on Overall Survival in Contemporary Metastatic Prostate Cancer Patients","year":2021,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Prostate cancer; Medicine; Oncology; Chemotherapy; Overall survival; Internal medicine; Cancer","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":[0.0007632367,0.00009922878,0.0002075211,0.0002299788,0.0001168246,0.0003609661,0.0001703946,0.0001519868,0.001065623],"category_scores_gemma":[0.003324778,0.00005264249,0.0004145053,0.0003663511,0.000256632,0.0002813015,0.000325415,0.00025235,0.00005652402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003125389,"about_ca_system_score_gemma":0.0002445516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001083,"about_ca_topic_score_gemma":0.002196876,"domain_scores_codex":[0.9994649,0.000241206,0.00004015545,0.0001218856,0.00008005072,0.00005180024],"domain_scores_gemma":[0.9981371,0.0006761495,0.0008713501,0.0001146328,0.00005886419,0.0001418392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001515932,0.00004741671,0.9729677,0.00009532827,0.0005443447,0.00007049373,0.00004544443,0.0006704902,0.0004627792,0.0001980584,0.0003152099,0.02306665],"study_design_scores_gemma":[0.00002780339,0.0004380997,0.9977559,0.00001931762,0.000181451,0.0001732865,0.00002847468,0.000425809,0.0001408455,0.0002142504,0.0005909383,0.000003927657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940772,0.004296135,0.0003446752,0.0002255476,0.00001672374,0.000008666851,0.0003025272,0.000006920368,0.0007216755],"genre_scores_gemma":[0.9992785,0.0003939742,0.00006515283,0.00003806599,0.00001974278,0.000002607145,0.0001563178,9.33971e-7,0.00004469211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001083,"threshold_uncertainty_score":0.004036427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02585500560275921,"score_gpt":0.3666331876446556,"score_spread":0.3407781820418964,"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."}}