{"id":"W3148873659","doi":"10.1097/ju.0000000000001764","title":"Performance Feedback May Not Improve Radical Prostatectomy Outcomes: The Surgical Report Card (SuRep) Study","year":2021,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Library science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.008157548,0.0004313652,0.0004538115,0.0002419028,0.0006338001,0.001166967,0.001020384,0.001480943,0.00405584],"category_scores_gemma":[0.01763728,0.0003816019,0.001021295,0.0005028181,0.0009490625,0.0008548521,0.0008059673,0.001727628,0.0003619144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001063056,"about_ca_system_score_gemma":0.002448572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006803948,"about_ca_topic_score_gemma":0.006659891,"domain_scores_codex":[0.9950263,0.003240096,0.0002485534,0.0004282769,0.000541639,0.0005151922],"domain_scores_gemma":[0.9772405,0.009193212,0.007421652,0.00211674,0.0008654431,0.003162491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05266916,0.01232663,0.8982849,0.0005311702,0.00179559,0.0002178115,0.0008167264,0.0001684144,0.0006310847,0.0002275821,0.001955517,0.03037541],"study_design_scores_gemma":[0.004611939,0.04015915,0.9509428,0.0001415393,0.0008441086,0.0002467863,0.0006439055,0.0004639222,0.0003317053,0.0001411527,0.00143312,0.0000398508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998228,0.0007065961,0.00005471491,0.0003513621,0.00005587985,0.00006455316,0.0001179607,0.000004023698,0.0004168901],"genre_scores_gemma":[0.9991148,0.0001822757,0.00005304775,0.0002397346,0.00006100636,0.00002732626,0.00009040265,0.000002277131,0.0002291196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008157548,"threshold_uncertainty_score":0.04314178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02111491677681887,"score_gpt":0.3028401048396925,"score_spread":0.2817251880628736,"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."}}