{"id":"W4414531162","doi":"10.1007/s11701-025-02786-4","title":"Machine learning-based prediction of post-operative outcomes in robotic-assisted radical prostatectomy: a multi-variable analysis of 758 cases","year":2025,"lang":"en","type":"article","venue":"Journal of Robotic Surgery","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Prostatectomy; Nomogram; Biochemical recurrence; Retrospective cohort study; Risk stratification; Cohort; Prostate cancer; Pathological","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":[0.001752891,0.0004259562,0.0007295001,0.001560749,0.0005560695,0.0009617804,0.0008142786,0.0005221248,0.001245134],"category_scores_gemma":[0.004540826,0.0003383339,0.001299453,0.001191857,0.0005205078,0.0006167555,0.0007605546,0.0005894557,0.0002368061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000424162,"about_ca_system_score_gemma":0.0004154318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002671683,"about_ca_topic_score_gemma":0.002662959,"domain_scores_codex":[0.9988391,0.0003271505,0.000148807,0.0002521601,0.0002239629,0.0002088417],"domain_scores_gemma":[0.9972076,0.001424681,0.0006962682,0.0002430849,0.0001981478,0.0002302289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003091897,0.00006576485,0.9955429,0.000008674616,0.0001775766,0.0001644349,0.00003925485,0.0005851236,0.0001689636,0.00002713025,0.00008722835,0.002823778],"study_design_scores_gemma":[0.00001397811,0.0001418015,0.990872,0.00000822441,0.0001730235,0.0007390151,0.0002308773,0.007341233,0.0001629686,0.0001083253,0.0001943549,0.00001424051],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999384,0.0001496296,0.0001898392,0.00001899829,0.000004032701,0.000003290202,0.0001369059,0.000002624189,0.0001106085],"genre_scores_gemma":[0.999464,0.00004860102,0.00008450389,0.00000327367,0.000005441787,0.000003197183,0.0003347048,0.000002190222,0.00005407032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002671683,"threshold_uncertainty_score":0.009270251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0306015143205161,"score_gpt":0.3080442885569055,"score_spread":0.2774427742363894,"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."}}