{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003754869,0.0001369048,0.0006895426,0.0002078142,0.00001288794,0.000003214964,0.00005844536,0.00008378948,0.00006905806],"category_scores_gemma":[0.00009866874,0.0001036643,0.0000668158,0.0002697153,0.0001006474,0.00004096401,0.00002521268,0.000243357,0.000002483989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006723406,"about_ca_system_score_gemma":0.0006814795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001973768,"about_ca_topic_score_gemma":0.00006720075,"domain_scores_codex":[0.998537,0.0004205137,0.000291009,0.0002623425,0.0002192836,0.0002698241],"domain_scores_gemma":[0.9994439,0.0001792225,0.00008206234,0.000150389,0.00007561664,0.00006873997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01009963,0.000997167,0.9315218,0.0002616765,0.0001674231,0.000492632,0.0006839263,0.0000134951,0.0003749499,0.000009957112,0.007860969,0.04751636],"study_design_scores_gemma":[0.1356812,0.02482176,0.716776,0.0009850267,0.0001233051,0.000007643598,0.000577477,0.0004685386,0.08592699,0.0005981537,0.03360008,0.0004338817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900702,0.003165201,0.000005902223,0.001230523,0.0008367765,0.0009102648,0.00003336527,0.000008555446,0.003739231],"genre_scores_gemma":[0.9957885,0.001614625,0.0003315111,0.0003574576,0.00002957316,0.0001819287,0.0001069199,0.00002209879,0.001567346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2147458,"threshold_uncertainty_score":0.4227306,"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."}}