{"id":"W4413094448","doi":"10.1186/s12894-025-01896-3","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":"article","venue":"BMC Urology","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Urethral stricture; Cochrane Library; Urology; Balloon dilation; Systematic review; MEDLINE; Randomized controlled trial; Surgery; Urethra; Balloon","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":[0.005672132,0.001262064,0.004665297,0.01081678,0.0008463128,0.004007241,0.001405287,0.002855563,0.006684012],"category_scores_gemma":[0.01655228,0.0007743351,0.004172719,0.00936545,0.0008066072,0.003887053,0.00184444,0.001638798,0.000915657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001992187,"about_ca_system_score_gemma":0.009592259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005010037,"about_ca_topic_score_gemma":0.008451951,"domain_scores_codex":[0.997102,0.0007374812,0.001108554,0.0002030767,0.0007210717,0.0001278924],"domain_scores_gemma":[0.9879902,0.008127931,0.002092835,0.0001778752,0.001411112,0.0002000793],"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":[0.000135983,0.00005366415,0.0005217963,0.5503708,0.001213819,0.0002162723,0.0003818572,0.000148835,0.0004052594,0.001495588,0.0143855,0.4306706],"study_design_scores_gemma":[0.00005079032,0.0001116531,0.00163585,0.8227692,0.004973288,0.0006059499,0.0003844628,0.00008283953,0.0001993553,0.001074688,0.1680775,0.00003443163],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0001111747,0.9987994,0.00006706299,0.0005169424,0.0001083561,0.00004267542,0.00004308308,0.000003801272,0.0003074562],"genre_scores_gemma":[0.0007809682,0.9980904,0.0002515246,0.0004657254,0.0001159927,0.00008539724,0.00005031297,0.000002626778,0.0001570055],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01081678,"threshold_uncertainty_score":0.02999741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05395256996815774,"score_gpt":0.3703087007753125,"score_spread":0.3163561308071547,"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."}}