{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002645561,0.000145844,0.000436517,0.0006232688,0.0005332319,0.00002116116,0.0001580519,0.00002059688,0.0008828428],"category_scores_gemma":[0.0002755279,0.00009525613,0.0004479224,0.001177594,0.00006619198,0.0001124997,0.00006486244,0.0009102102,0.000004274959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004815159,"about_ca_system_score_gemma":0.0004991574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001679117,"about_ca_topic_score_gemma":0.0001037333,"domain_scores_codex":[0.9976886,0.0004175512,0.0007188923,0.0001859188,0.0007195444,0.0002694929],"domain_scores_gemma":[0.9986653,0.0003273908,0.0004228498,0.0002710444,0.0001144758,0.0001988923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003569191,0.001337032,0.07701738,0.000112455,0.001893357,0.0004826197,0.001783311,0.8904968,0.0001490815,0.001680147,0.0005905525,0.02088806],"study_design_scores_gemma":[0.0004205508,0.0007159572,0.008626373,0.00006732115,0.0009813907,0.0003536657,0.0002232726,0.9860573,0.00004997957,0.0008677891,0.001537342,0.00009904895],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3333736,0.006194154,0.6389531,0.01889618,0.0008983166,0.0008955115,0.00004072532,0.0001713499,0.0005770483],"genre_scores_gemma":[0.9847398,0.00005303516,0.01328004,0.001320115,0.0002370781,0.00001545818,0.00001997702,0.00001524719,0.0003192479],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6513662,"threshold_uncertainty_score":0.966651,"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."}}