{"id":"W4281702949","doi":"10.5489/cuaj.7924","title":"Poster Session 2: BPH","year":2022,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Ureteral procedures and complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Session (web analytics); Computer science; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002814787,0.00005943808,0.0001070777,0.0001037402,0.0006883299,0.00004232322,0.00009209167,0.00005964111,0.00464701],"category_scores_gemma":[0.0001578102,0.00004908257,0.00008874297,0.0001623919,0.000007579241,0.00004110815,0.00002602844,0.0006197094,0.00005477603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009099951,"about_ca_system_score_gemma":0.0003684477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002179719,"about_ca_topic_score_gemma":0.00006374378,"domain_scores_codex":[0.9991017,0.000090792,0.0001676121,0.0001066644,0.0002722744,0.0002609442],"domain_scores_gemma":[0.9992306,0.00003634111,0.0001106188,0.00007205245,0.0001125727,0.0004378789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006241447,0.00008207332,0.7862326,0.000002375992,0.0000713576,0.0001069783,0.0001588428,0.0000981118,0.000461681,0.0007688791,0.2091024,0.00285228],"study_design_scores_gemma":[0.0003835315,0.0002702559,0.5564939,0.000001915256,0.00002805788,0.0009261958,0.00004925361,0.0001317471,0.000004047054,0.001178831,0.4404672,0.00006511161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7676792,0.0002524101,0.00004548306,0.2146439,0.0004218713,0.0001835107,0.0000433545,0.00003823797,0.01669211],"genre_scores_gemma":[0.9740003,0.000006888497,0.00005986223,0.0229528,0.0002582278,0.00001349112,0.00002432959,0.000006303879,0.002677792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2313648,"threshold_uncertainty_score":0.9962628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01515919331556265,"score_gpt":0.2382264917282278,"score_spread":0.2230672984126652,"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."}}