{"id":"W4394618125","doi":"10.1177/20514158241242961","title":"Advances in HoLEP technology and technique – Current state of play","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Urology","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Current (fluid); State (computer science); Electrical engineering; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001887004,0.00007406739,0.0005548723,0.000710113,0.000008156539,0.00000403781,0.00009320743,0.0001225279,0.00002813263],"category_scores_gemma":[0.0006602648,0.00005089143,0.00009737831,0.000357829,0.0003740329,0.00008921184,0.00006527395,0.001371761,0.000003520385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009176802,"about_ca_system_score_gemma":0.000270116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.910024e-7,"about_ca_topic_score_gemma":0.000002876342,"domain_scores_codex":[0.9983323,0.0001562309,0.001027711,0.000142879,0.0001615185,0.0001793391],"domain_scores_gemma":[0.9987413,0.0007624063,0.0001672815,0.0001031138,0.0001198513,0.00010607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001464917,0.0003203058,0.08487597,0.0002712477,0.0000480259,0.001168622,0.00005486743,0.000006424479,0.0007380731,0.0003477902,0.0002034888,0.9105003],"study_design_scores_gemma":[0.005232564,0.03421849,0.1569021,0.0009570208,0.0001943987,0.007344938,0.00004614283,0.0005592376,0.002922757,0.1210251,0.6703732,0.000224017],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9036267,0.08397006,0.001869768,0.00885573,0.0005231006,0.0002664765,0.00000631499,0.00001713542,0.0008647597],"genre_scores_gemma":[0.9560375,0.04318877,0.0005507948,0.00005909694,0.0001162815,0.000004295749,5.266601e-7,0.000008437984,0.00003431645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9102762,"threshold_uncertainty_score":0.5959697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0474479049205388,"score_gpt":0.4822729740276014,"score_spread":0.4348250691070626,"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."}}