{"id":"W4387341310","doi":"10.5489/cuaj.8573","title":"NS-AUA 2023 Annual Meeting Abstracts – Best Practice, Benign Disease","year":2023,"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; Physiology","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":[0.001078375,0.00081326,0.0006170945,0.001615951,0.0005006758,0.002046649,0.0007056009,0.002010769,0.2507105],"category_scores_gemma":[0.003172358,0.0002464391,0.0004213843,0.001330786,0.000499536,0.001430878,0.001322174,0.001360283,0.2188891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00100184,"about_ca_system_score_gemma":0.001774937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001150175,"about_ca_topic_score_gemma":0.002889234,"domain_scores_codex":[0.9992118,0.0001996416,0.0001173073,0.00009106589,0.00028921,0.00009092773],"domain_scores_gemma":[0.9981326,0.0001879533,0.00023423,0.00007244876,0.0007203831,0.0006523686],"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":[0.0001413843,0.0001342215,0.001204918,0.0008470101,0.00001501542,0.0004094821,0.0000317141,0.00009415478,0.0008149374,0.0005410963,0.6485356,0.3472304],"study_design_scores_gemma":[0.00004226083,0.0001329205,0.00444656,0.001297724,0.00001113133,0.001300398,0.00005349973,0.00006968477,0.0001306789,0.0006859571,0.9918203,0.000008967823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008524212,0.1058513,0.002932664,0.04569708,0.03189886,0.0007792217,0.00702984,0.001091462,0.7961953],"genre_scores_gemma":[0.03388892,0.1757047,0.006589157,0.02010046,0.03480805,0.000969842,0.01388995,0.0006555508,0.7133934],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2507105,"threshold_uncertainty_score":0.8387101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01654587652551606,"score_gpt":0.2718411215027367,"score_spread":0.2552952449772207,"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."}}