{"id":"W4407063901","doi":"10.1038/s41443-025-01023-8","title":"Adherence to american urological association (AUA) vasectomy guidelines: a systematic review of current practice among healthcare providers","year":2025,"lang":"en","type":"review","venue":"International Journal of Impotence Research","topic":"Male Reproductive Health Studies","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Vasectomy; Medicine; Vasectomy reversal; Family medicine; Gynecology; Health care; Urology; Family planning; Population; Research methodology","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":[0.01291695,0.0007655884,0.004361343,0.007486053,0.0006066984,0.001846214,0.001477484,0.001345295,0.002912588],"category_scores_gemma":[0.06199996,0.0007259474,0.004590193,0.008827937,0.0006871675,0.001823628,0.001132352,0.001069448,0.000199945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00250016,"about_ca_system_score_gemma":0.01187442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01429795,"about_ca_topic_score_gemma":0.04082635,"domain_scores_codex":[0.9896228,0.003511223,0.00394034,0.0006485819,0.002056428,0.0002206034],"domain_scores_gemma":[0.9413707,0.04444138,0.008071713,0.0006631042,0.005025903,0.0004272889],"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":[0.0001589586,0.00003045221,0.003036251,0.8749083,0.006058602,0.00008060969,0.0005586094,0.00009208462,0.00009608261,0.000286112,0.002831182,0.1118627],"study_design_scores_gemma":[0.00014796,0.00018359,0.01338136,0.9326793,0.02889629,0.0003483953,0.000677806,0.00008953113,0.0001251976,0.0002689675,0.0231627,0.00003895344],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001351097,0.9974987,0.000102981,0.0003593413,0.00006468211,0.0001231161,0.0002645119,0.000004366923,0.0002311437],"genre_scores_gemma":[0.01504723,0.9834495,0.0005364069,0.0004174746,0.00004315656,0.0002181312,0.0002240873,0.000003351886,0.00006053635],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01429795,"threshold_uncertainty_score":0.06831217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5063485640599166,"score_gpt":0.6885249403008654,"score_spread":0.1821763762409488,"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."}}