{"id":"W3200429239","doi":"10.1016/j.fertnstert.2021.07.894","title":"AI TO PREDICT SPERM PARAMETER UPGRADING AFTER MICROSURGICAL VARICOCELE REPAIR: INTERNATIONAL EXTERNAL VALIDATION","year":2021,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Varicocele; Medicine; Infertility; Male infertility; Baseline (sea); Semen; Sperm; Assisted reproductive technology; Urology; Upgrade; Gynecology; Biology; Andrology; Computer science; 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":[0.01299609,0.001696888,0.001276357,0.002234146,0.0006137973,0.003018668,0.001326328,0.001361336,0.003880519],"category_scores_gemma":[0.02225276,0.0004682665,0.001532738,0.001310304,0.001577917,0.001695278,0.00165225,0.001810031,0.001506318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005313838,"about_ca_system_score_gemma":0.0009756576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001475186,"about_ca_topic_score_gemma":0.001238728,"domain_scores_codex":[0.9977322,0.0008429386,0.0002023397,0.0005944191,0.0004155875,0.0002126081],"domain_scores_gemma":[0.9865877,0.007274006,0.001369132,0.001690739,0.00234359,0.0007348507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004558149,0.0004252566,0.9477833,0.0001782816,0.001536238,0.00007424982,0.0003072273,0.002039791,0.001668224,0.000369005,0.001505053,0.03955522],"study_design_scores_gemma":[0.0007719431,0.003718499,0.9494535,0.0003086196,0.003553412,0.0008218146,0.000664736,0.02820382,0.003884902,0.001474544,0.007025185,0.0001190495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808303,0.004246037,0.006230691,0.0004011792,0.0004325402,0.0002224435,0.001918574,0.0001741097,0.005544239],"genre_scores_gemma":[0.9932459,0.0004921842,0.002418742,0.0002172415,0.0001474175,0.000115156,0.002234928,0.00007243893,0.001056089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01299609,"threshold_uncertainty_score":0.06873071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01828412884331656,"score_gpt":0.2742211966264707,"score_spread":0.2559370677831542,"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."}}