{"id":"W4386965652","doi":"10.1016/j.euf.2023.09.003","title":"Emerging Technologies for the Surgical Management of Lower Urinary Tract Symptoms Secondary to Benign Prostatic Obstruction. A Systematic Review","year":2023,"lang":"en","type":"review","venue":"European Urology Focus","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Lower urinary tract symptoms; International Prostate Symptom Score; Urology; Enucleation; Prostate; Quality of life (healthcare); Confidence interval; Transurethral resection of the prostate; Urethral stricture; Randomized controlled trial; Urinary incontinence; Surgery; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002361963,0.0005280632,0.00274778,0.0004428938,0.0001713046,0.00002181784,0.0007286331,0.0001567343,0.00007698396],"category_scores_gemma":[0.0003099122,0.0003113583,0.0008260662,0.0009114505,0.0002213935,0.00004216655,0.0005671294,0.0008831832,0.0004042818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007140114,"about_ca_system_score_gemma":0.000134877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001569035,"about_ca_topic_score_gemma":1.688517e-7,"domain_scores_codex":[0.9958141,0.0008858955,0.00153548,0.0007172864,0.0004171894,0.0006299878],"domain_scores_gemma":[0.9967566,0.001210978,0.0004855178,0.001301583,0.0001309427,0.0001143802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008311177,0.0001498933,5.206866e-7,0.7485068,0.00142723,0.004636358,0.00003799463,6.556699e-7,4.558726e-8,0.0001429786,0.001097693,0.2439167],"study_design_scores_gemma":[0.0005739881,0.003442893,0.000009934359,0.2810219,0.009486401,0.007616688,0.0001241503,0.000004774371,2.759689e-7,0.00006736492,0.6973293,0.0003223306],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007049204,0.9821783,0.00006371605,0.001259356,0.0002751429,0.0132981,0.0001057172,0.0003050702,0.002507573],"genre_scores_gemma":[0.0001678516,0.9944376,0.0001258667,0.00006898236,0.00008232265,0.001828836,0.00007475511,0.0001822668,0.003031501],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6962316,"threshold_uncertainty_score":0.9999338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04556075472219243,"score_gpt":0.3554267189962364,"score_spread":0.309865964274044,"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."}}