{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009366398,0.000179715,0.000286112,0.0001924382,0.0002867964,0.0003241197,0.0001556194,0.0003183357,0.001502472],"category_scores_gemma":[0.02826617,0.000136381,0.0001935041,0.0003131999,0.00003960952,0.0002202702,0.00002864084,0.00114762,0.0007136119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005776929,"about_ca_system_score_gemma":0.001236315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001228769,"about_ca_topic_score_gemma":0.0007939572,"domain_scores_codex":[0.9979382,0.0001397179,0.0004802393,0.0002995066,0.000500236,0.0006421104],"domain_scores_gemma":[0.9960329,0.0012013,0.0003084056,0.0001434307,0.0002971421,0.002016802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001309054,0.0003149529,0.5304486,0.0000892082,0.0002802672,0.01014172,0.0002190818,0.000217981,0.00002979538,0.001841227,0.4476514,0.008634952],"study_design_scores_gemma":[0.0004586456,0.0003778474,0.2883478,0.0001487346,0.000337221,0.0004278626,0.0003310058,0.0004606405,0.000003170995,0.005217849,0.7036519,0.0002373051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6573783,0.009804796,0.00005197751,0.2682506,0.002149631,0.0004568934,0.0003725939,0.0001607411,0.06137447],"genre_scores_gemma":[0.9873316,0.0005134665,0.000346134,0.007183556,0.0009784997,0.000009591658,0.00004376156,0.00001975255,0.003573663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3299533,"threshold_uncertainty_score":0.9994103,"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."}}