{"id":"W2080096858","doi":"10.1016/j.urology.2014.04.017","title":"Radical Prostatectomy Trumps Watchful Waiting in Early Prostate Cancer Commentary on: Radical Prostatectomy or Watchful Waiting in Early Prostate Cancer","year":2014,"lang":"en","type":"letter","venue":"Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Watchful waiting; Prostatectomy; Prostate cancer; Urology; Prostate-specific antigen; Prostate; Cancer; Androgen deprivation therapy; Cohort; Surgery; Oncology; Internal medicine","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":[0.003653809,0.001080348,0.002541799,0.001160902,0.006362983,0.004451855,0.003260008,0.1003767,0.009952258],"category_scores_gemma":[0.0403901,0.001348265,0.002199778,0.001478545,0.003578056,0.004246206,0.002779644,0.06517294,0.004848634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008961766,"about_ca_system_score_gemma":0.01362032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01602817,"about_ca_topic_score_gemma":0.03257393,"domain_scores_codex":[0.9954492,0.001164974,0.0006623726,0.0006045577,0.001055413,0.001063361],"domain_scores_gemma":[0.9826487,0.009331391,0.001776865,0.0002963617,0.002128087,0.00381846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008007632,0.00002566513,0.0007495759,0.00009327293,0.00002460842,0.001110783,0.0000941693,0.00008485537,0.00009659167,0.001706102,0.9912665,0.004667858],"study_design_scores_gemma":[0.0005299993,0.000244217,0.005584111,0.001858973,0.000241947,0.003370974,0.0008509404,0.001048382,0.0004190025,0.01177301,0.9738187,0.0002597082],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002770613,0.0009024795,0.00003400625,0.9762176,0.02090597,0.000009824109,0.00005521107,0.00001234224,0.001585448],"genre_scores_gemma":[0.002054737,0.000604142,0.00007034263,0.9495194,0.04492053,0.00002521964,0.00002508682,0.00001370288,0.002766903],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1003767,"threshold_uncertainty_score":0.06502247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02002948688922085,"score_gpt":0.283581086427758,"score_spread":0.2635515995385372,"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."}}