{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03770762,0.0003457507,0.0004893044,0.002677818,0.001140029,0.002076448,0.001556855,0.002245141,0.001719179],"category_scores_gemma":[0.08733176,0.0004400661,0.0008264903,0.002319415,0.00144918,0.00302433,0.002312811,0.001625118,0.0004489233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001983924,"about_ca_system_score_gemma":0.007722582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007769493,"about_ca_topic_score_gemma":0.00745603,"domain_scores_codex":[0.9640307,0.02063577,0.00686007,0.001181308,0.005686086,0.001606034],"domain_scores_gemma":[0.9274672,0.04148885,0.00812739,0.001090744,0.0186529,0.003172869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001485254,0.0003490001,0.3900803,0.009752591,0.0001804117,0.0018284,0.04693346,0.0008405181,0.001055761,0.001759868,0.04763188,0.4994393],"study_design_scores_gemma":[0.0001183883,0.0008385507,0.3944472,0.0546592,0.0006189339,0.008471424,0.3604982,0.005201382,0.001388923,0.00491415,0.1683841,0.0004594199],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6200274,0.06574491,0.009756892,0.2757708,0.001574894,0.001311903,0.001160449,0.0001968829,0.02445596],"genre_scores_gemma":[0.9086676,0.04918079,0.02149289,0.01783315,0.00028406,0.000739264,0.0007309956,0.00004814234,0.001023056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03770762,"threshold_uncertainty_score":0.1994193,"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."}}