{"id":"W6977577771","doi":"10.6084/m9.figshare.c.7974088.v1","title":"Optilume, a minimally invasive solution for BPH and urethral stricture: what we know, what we need? an EAU endourology scoping review","year":2025,"lang":"en","type":"other","venue":"Figshare","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Balloon dilation; Sexual function; Pinnacle; Clinical trial; Hyperplasia; Cochrane Library; Urethra","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005586923,0.001188888,0.004996627,0.01028502,0.0007663154,0.003994044,0.001376896,0.002745118,0.006674022],"category_scores_gemma":[0.01612068,0.0007654083,0.004327241,0.008600975,0.0007719969,0.003662946,0.001711136,0.00155169,0.0008615403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001904099,"about_ca_system_score_gemma":0.008881814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004912107,"about_ca_topic_score_gemma":0.008546096,"domain_scores_codex":[0.9970899,0.0007314882,0.001149948,0.0001912884,0.0007079368,0.0001293975],"domain_scores_gemma":[0.9880234,0.008169632,0.002055873,0.0001789753,0.001394427,0.0001776748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001441206,0.00005628406,0.0005057302,0.5835708,0.001355345,0.000201959,0.0003493226,0.0001372551,0.0003901694,0.001344669,0.01099062,0.4009538],"study_design_scores_gemma":[0.00005891189,0.000126734,0.001745094,0.8366795,0.005927086,0.0005645122,0.0004064052,0.00008164579,0.0002122205,0.0009977841,0.1531649,0.0000352296],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0001271153,0.9988434,0.00006314669,0.0004825146,0.00009546174,0.00004751032,0.00004604678,0.000003549873,0.0002911564],"genre_scores_gemma":[0.0008595516,0.998076,0.000258851,0.0004202343,0.0001014716,0.00008899974,0.00004876937,0.000002531237,0.0001437013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01028502,"threshold_uncertainty_score":0.0295468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07849167149992173,"score_gpt":0.3740157353133718,"score_spread":0.2955240638134501,"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."}}