{"id":"W4214531182","doi":"10.1002/pros.24317","title":"Survival after radical prostatectomy versus radiation therapy in clinical node‐positive prostate cancer","year":2022,"lang":"en","type":"article","venue":"The Prostate","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Propensity score matching; Proportional hazards model; Hazard ratio; Urology; Confidence interval; Internal medicine; Radiation therapy; Oncology; 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":[0.001168268,0.0003258596,0.0005288195,0.000125747,0.0002791324,0.00005158644,0.0001785278,0.00006428795,0.0004782578],"category_scores_gemma":[0.00004760811,0.0002246729,0.0002107423,0.0005437819,0.0002727675,0.0001344433,0.0001799064,0.0007928533,0.00002895143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007587492,"about_ca_system_score_gemma":0.0005483589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005281996,"about_ca_topic_score_gemma":0.00008659599,"domain_scores_codex":[0.9968228,0.0005754458,0.0006969037,0.0006326267,0.0006306187,0.0006416179],"domain_scores_gemma":[0.9986927,0.0003375561,0.0002231738,0.0004751619,0.00008036323,0.0001910618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05660396,0.001989137,0.6942987,0.00006246041,0.0006528338,0.0007055764,0.007616664,0.0004135484,0.0001325313,0.0001668458,0.0014392,0.2359185],"study_design_scores_gemma":[0.0388774,0.005351446,0.9048615,0.0001310354,0.0002129863,0.00002995121,0.0005849699,0.0004989364,0.001762916,0.0005349354,0.04662734,0.0005265929],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771302,0.006184381,0.000002536759,0.01042238,0.001254073,0.003930254,0.0004949564,0.0001157506,0.000465414],"genre_scores_gemma":[0.9805633,0.009978868,0.00004965104,0.001792875,0.000218174,0.00658285,0.000194862,0.00007166516,0.0005477385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2353919,"threshold_uncertainty_score":0.9161894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03164386361993635,"score_gpt":0.3451091522503428,"score_spread":0.3134652886304064,"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."}}