{"id":"W4406136909","doi":"10.1016/j.euf.2024.12.008","title":"Reimagining Male Lower Urinary Tract Symptoms Due to Benign Prostatic Hyperplasia Treatment: A New Approach to First-line Interventional Therapy","year":2025,"lang":"en","type":"review","venue":"European Urology Focus","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Watchful waiting; Lower urinary tract symptoms; Psychological intervention; Quality of life (healthcare); Intensive care medicine; Surgery; Prostate; Prostate cancer; Internal medicine; Nursing","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006936666,0.0008753539,0.002106345,0.0009608915,0.0001915037,0.00007798425,0.0005578315,0.0002147444,0.001015174],"category_scores_gemma":[0.0001768686,0.0006106925,0.0009005512,0.0008157475,0.0001024584,0.00007983567,0.0003524297,0.001047332,0.002417758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002261436,"about_ca_system_score_gemma":0.0009146082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003464499,"about_ca_topic_score_gemma":0.000002538199,"domain_scores_codex":[0.9951952,0.001106267,0.0009907599,0.001417157,0.0003871167,0.0009034727],"domain_scores_gemma":[0.9974589,0.0004690221,0.0001839068,0.001051438,0.0001044804,0.0007322494],"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":[0.001166517,0.003722738,0.0000645943,0.003547346,0.0009682048,0.008455576,0.0004930082,0.00001109504,6.166992e-7,0.0000728275,0.00734213,0.9741554],"study_design_scores_gemma":[0.002203963,0.0170778,0.0001882167,0.002905886,0.0008443802,0.01439496,0.000009156294,0.000009093016,7.979354e-7,0.00003092453,0.961877,0.0004578653],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001247958,0.898351,0.0007228599,0.002095004,0.0003610229,0.004473464,0.0001726584,0.0001577082,0.09354144],"genre_scores_gemma":[0.001221938,0.8964893,0.00131138,0.0005289394,0.0009292652,0.0005092035,0.0007359948,0.0002759325,0.09799807],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9736975,"threshold_uncertainty_score":0.999898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06997051842865944,"score_gpt":0.3592542437640067,"score_spread":0.2892837253353473,"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."}}