{"id":"W4205146816","doi":"10.5534/wjmh.210159","title":"Artificial Intelligence Based Machine Learning Models Predict Sperm Parameter Upgrading after Varicocele Repair: A Multi-Institutional Analysis","year":2022,"lang":"en","type":"article","venue":"The World Journal of Men s Health","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Toronto; Dalhousie University","funders":"","keywords":"Varicocele; Medicine; Infertility; Upgrade; Male infertility; Semen; Semen analysis; Urology; Gynecology; Andrology; Computer science; Pregnancy; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.004717476,0.0007157108,0.0005570207,0.001613778,0.0004450941,0.000910993,0.000870907,0.000551257,0.001248415],"category_scores_gemma":[0.008125432,0.0002945867,0.001651245,0.0009514631,0.0003992742,0.000511566,0.0008563889,0.0007907648,0.0002083117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001188278,"about_ca_system_score_gemma":0.0008309068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02261396,"about_ca_topic_score_gemma":0.0138894,"domain_scores_codex":[0.9989104,0.0005567172,0.00007386112,0.0002314099,0.0001018571,0.000125843],"domain_scores_gemma":[0.993431,0.003957429,0.001029154,0.0005607227,0.0006105347,0.0004111978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005064255,0.0004940768,0.9398764,0.00002992664,0.0008924278,0.0001313679,0.00005677054,0.04868285,0.0002545247,0.00008561768,0.0007238188,0.008265641],"study_design_scores_gemma":[0.00005896982,0.0006310335,0.4013194,0.00002028642,0.0004844852,0.000219864,0.0002258727,0.5956983,0.0005208639,0.0003430433,0.0004438002,0.00003404456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966804,0.000108698,0.002144078,0.000135959,0.000008785918,0.00003748238,0.000616131,0.00004638186,0.0002221195],"genre_scores_gemma":[0.9975762,0.00004078075,0.0009723622,0.00002301982,0.000007935742,0.00001813505,0.001222466,0.000006343745,0.000132816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02261396,"threshold_uncertainty_score":0.04496467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06016585758291022,"score_gpt":0.3065523737659457,"score_spread":0.2463865161830355,"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."}}