{"id":"W4402319922","doi":"10.5489/cuaj.8973","title":"NS-AUA 2024 Annual Meeting Abstracts – Best Practices, Benign Disease","year":2024,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002362218,0.0005822565,0.0004533486,0.001926681,0.0007163177,0.002547232,0.0008639329,0.001850938,0.2400046],"category_scores_gemma":[0.008853379,0.0002371152,0.0005162422,0.001921975,0.0004561229,0.001497085,0.001702569,0.00159606,0.1175293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001694501,"about_ca_system_score_gemma":0.004311522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004407328,"about_ca_topic_score_gemma":0.009756302,"domain_scores_codex":[0.9980139,0.0004902964,0.0003456603,0.0001916459,0.0007849805,0.0001736463],"domain_scores_gemma":[0.9933417,0.0007583417,0.0009237393,0.0002857141,0.00260637,0.002084154],"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":[0.00005990783,0.0001097299,0.002619527,0.0004619218,0.00001200648,0.00007900062,0.00003783142,0.00007206891,0.0001835505,0.0006961022,0.7965648,0.1991037],"study_design_scores_gemma":[0.0000450768,0.0000878345,0.01304407,0.001450814,0.00001274211,0.0003075826,0.0001321662,0.00009607052,0.00008609424,0.001418526,0.9833078,0.00001114864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01090861,0.04776281,0.002402242,0.1018994,0.02125444,0.0009546314,0.03901989,0.001357329,0.7744408],"genre_scores_gemma":[0.07553206,0.1475865,0.01515806,0.04723239,0.03214291,0.002361911,0.07960556,0.001132766,0.5992478],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2400046,"threshold_uncertainty_score":0.8028955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0246849245100855,"score_gpt":0.288431527663509,"score_spread":0.2637466031534235,"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."}}