{"id":"W4417528220","doi":"10.1016/j.euf.2025.12.014","title":"Long-term Functional Outcomes and Decision Regret after Robot-assisted Radical Prostatectomy: An Experienced Surgeon Series","year":2025,"lang":"en","type":"article","venue":"European Urology Focus","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Regret; Series (stratigraphy); Key (lock); MEDLINE","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":[0.0002075681,0.0002371531,0.0003703964,0.0001512013,0.0001258581,0.00004248199,0.00007005573,0.00007497454,0.0002269089],"category_scores_gemma":[0.00008435948,0.0001739339,0.00008342485,0.0001474638,0.0003364102,0.0001423798,0.0001151911,0.0001826284,0.0000329143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000653414,"about_ca_system_score_gemma":0.00007902805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007291474,"about_ca_topic_score_gemma":0.00003347482,"domain_scores_codex":[0.9984984,0.0001701683,0.0003160399,0.0005510384,0.0001597334,0.0003046401],"domain_scores_gemma":[0.9991848,0.0001174109,0.00006465591,0.0003766144,0.00007015077,0.0001863163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00362075,0.0003258937,0.8626297,0.00002374883,0.000137534,0.001661698,0.0002258364,0.000002176802,0.0002245977,0.000164322,0.0005948842,0.1303888],"study_design_scores_gemma":[0.003494205,0.0009774959,0.9913725,0.00005636682,0.0001324772,0.00020481,0.00002258682,0.000005996936,0.0004973948,0.0001715944,0.00292663,0.0001379375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920755,0.002373247,0.0005208418,0.002944641,0.0004267732,0.0004273981,0.0000147943,0.0001183769,0.001098436],"genre_scores_gemma":[0.997093,0.0002419355,0.0004712976,0.001344001,0.00005744901,0.0001145014,0.00006545082,0.00002994478,0.0005824696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1302509,"threshold_uncertainty_score":0.709282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01592294568188883,"score_gpt":0.2778215307077163,"score_spread":0.2618985850258275,"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."}}