{"id":"W4417074127","doi":"10.1007/s00345-025-05987-6","title":"The role of manufacturer and user facility database in evaluating BPH and prostate cancer procedures","year":2025,"lang":"en","type":"article","venue":"World Journal of Urology","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; University of Toronto","funders":"","keywords":"Prostate cancer; Nephrology; National database; Adverse effect; Prostate disease; Patient data","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":[0.02217595,0.0003582018,0.001009564,0.007032264,0.001048432,0.005435675,0.001863824,0.001158074,0.003873032],"category_scores_gemma":[0.09350722,0.0005220425,0.0009482391,0.004132427,0.0004535948,0.004186086,0.001897313,0.0008861308,0.0008725047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001839805,"about_ca_system_score_gemma":0.003881269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01674315,"about_ca_topic_score_gemma":0.0246692,"domain_scores_codex":[0.9717817,0.01366452,0.005612367,0.001688322,0.006083504,0.001169607],"domain_scores_gemma":[0.826584,0.1025227,0.02469086,0.007145486,0.0316194,0.007437457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002115218,0.00009492932,0.9675699,0.0000724941,0.0001047118,0.000129615,0.0002033467,0.0002272115,0.0001000226,0.000114135,0.00105988,0.03011218],"study_design_scores_gemma":[0.00003340265,0.000624475,0.9737182,0.0004832905,0.0004791432,0.002410436,0.002828608,0.01006838,0.00101511,0.0003149417,0.007956219,0.00006765775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475349,0.01266639,0.005782916,0.006714403,0.000495153,0.0002595162,0.00454777,0.0003109366,0.02168807],"genre_scores_gemma":[0.990522,0.001249716,0.005731564,0.0006212326,0.0001429103,0.00003696977,0.0008399314,0.00003851922,0.0008172608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02217595,"threshold_uncertainty_score":0.1172791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03212957317689977,"score_gpt":0.423696940121812,"score_spread":0.3915673669449122,"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."}}