{"id":"W4386128790","doi":"10.5534/wjmh.230076","title":"Technical Aspects and Clinical Limitations of Sperm DNA Fragmentation Testing in Male Infertility: A Global Survey, Current Guidelines, and Expert Recommendations","year":2023,"lang":"en","type":"article","venue":"The World Journal of Men s Health","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Fertility Centre; McGill University","funders":"","keywords":"Medicine; DNA fragmentation; Sperm; Male infertility; Semen analysis; Dna testing; Semen; Infertility; Fragmentation (computing); Clinical Practice; Gynecology; Andrology; Family medicine; Biology; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004019283,0.00007590739,0.0002966021,0.000159606,0.00007656269,0.00001073871,0.00005717299,0.00002733289,0.00001223508],"category_scores_gemma":[0.005920685,0.00005337375,0.00003907951,0.000742041,0.00007545883,0.00006833494,0.00005058152,0.0002539781,0.000001466637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001224484,"about_ca_system_score_gemma":0.0003383339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002659858,"about_ca_topic_score_gemma":0.001975518,"domain_scores_codex":[0.9981864,0.0003324521,0.001007476,0.0001128437,0.0002240224,0.0001367723],"domain_scores_gemma":[0.9973761,0.001677809,0.00038712,0.0001430659,0.0002803364,0.0001355941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001576618,0.0002150149,0.7459757,0.00004156519,0.00002382957,0.000007512978,0.0002036023,0.000009334889,0.0001071461,0.0001500683,0.008400198,0.2447083],"study_design_scores_gemma":[0.001268091,0.0004035071,0.9946517,0.0004689021,0.0000349313,0.0001925413,0.0003195432,0.0007478505,0.00000675508,0.0007363881,0.001129678,0.00004012838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602328,0.002655894,0.000333556,0.03580515,0.000293303,0.0003422501,0.00001211568,0.00001801168,0.0003068968],"genre_scores_gemma":[0.9889998,0.003995552,0.006110297,0.0006558074,0.0001851809,0.000003990337,0.00002128223,0.000007835222,0.00002023152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2486759,"threshold_uncertainty_score":0.7088041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3273565493991049,"score_gpt":0.4737296311591687,"score_spread":0.1463730817600639,"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."}}