{"id":"W4284692190","doi":"10.5534/wjmh.220048","title":"Consensus and Diversity in the Management of Varicocele for Male Infertility: Results of a Global Practice Survey and Comparison with Guidelines and Recommendations","year":2022,"lang":"en","type":"article","venue":"The World Journal of Men s Health","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"American Center for Reproductive Medicine, Cleveland Clinic; National Institute for Health and Care Research; Cleveland Clinic","keywords":"Medicine; Varicocele; Male infertility; Diversity (politics); Infertility; Gynecology; Family medicine; Pregnancy","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":[0.02399368,0.0002225373,0.0008257739,0.003648163,0.0006643212,0.001900504,0.0006510523,0.001088499,0.001157131],"category_scores_gemma":[0.07311545,0.0003769304,0.0009723133,0.004565351,0.001434163,0.001991133,0.002172644,0.0007861055,0.0001488856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00147769,"about_ca_system_score_gemma":0.002351775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004609817,"about_ca_topic_score_gemma":0.004459533,"domain_scores_codex":[0.973792,0.01420803,0.005349405,0.00181283,0.004057948,0.0007798295],"domain_scores_gemma":[0.9053044,0.0525122,0.02649018,0.002086199,0.01155361,0.002053395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001963026,0.00009497119,0.9328399,0.002045339,0.0004486988,0.0002017562,0.0262597,0.000177216,0.0002227431,0.0002139323,0.00115498,0.03614443],"study_design_scores_gemma":[0.00008245245,0.000431372,0.9428068,0.002364381,0.0003322857,0.0006482698,0.04705616,0.0008490388,0.0001642471,0.0003234517,0.004865635,0.00007589837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886943,0.005844555,0.0005537622,0.002305725,0.00006982412,0.0001516526,0.0005056012,0.00001143374,0.001863242],"genre_scores_gemma":[0.9966835,0.001844697,0.0007064777,0.0003683396,0.00002566316,0.00007182422,0.000219172,0.000005342552,0.00007487736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02399368,"threshold_uncertainty_score":0.1268921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1225185753317083,"score_gpt":0.3963680205425325,"score_spread":0.2738494452108242,"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."}}