{"id":"W4224993487","doi":"10.5489/cuaj.7860","title":"UPDATE – 2022 Canadian Urological Association best practice report: Vasectomy","year":2022,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Male Reproductive Health Studies","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of British Columbia; McGill University","funders":"","keywords":"Vasectomy; Medicine; Association (psychology); General surgery; Gynecology; Family medicine; Psychology; Family planning; Environmental health; Population; Research methodology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.005636264,0.001320458,0.001671923,0.008282198,0.002473762,0.005162294,0.003478237,0.009135357,0.05683202],"category_scores_gemma":[0.04045985,0.0009045601,0.001926727,0.006998671,0.001233303,0.002929133,0.002117884,0.007644474,0.0467753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01541759,"about_ca_system_score_gemma":0.04809322,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4314904,"about_ca_topic_score_gemma":0.6024672,"domain_scores_codex":[0.9893187,0.0006940597,0.00144413,0.0004413597,0.007160639,0.0009412011],"domain_scores_gemma":[0.9238381,0.004235669,0.002985149,0.0009487475,0.06160764,0.006384669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007483854,0.000011364,0.0001185073,0.0001268767,0.000004146957,0.00001938666,0.000007028117,0.00001795381,0.00001613509,0.000149388,0.9834279,0.0160937],"study_design_scores_gemma":[0.0000295797,0.000009366749,0.001656426,0.00104278,0.00001634198,0.00008648129,0.00002631967,0.0000380532,0.00003748872,0.0002034819,0.9968339,0.00001986709],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001081333,0.05335529,0.00221419,0.4093457,0.1826383,0.001437472,0.07453437,0.002269787,0.2731236],"genre_scores_gemma":[0.00868551,0.1390999,0.01740614,0.3728884,0.1077477,0.001904319,0.1252068,0.001199155,0.2258621],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5685096,"threshold_uncertainty_score":0.8579577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04103690588121008,"score_gpt":0.3607099398926241,"score_spread":0.3196730340114141,"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."}}