{"id":"W4409306724","doi":"10.5534/wjmh.250005","title":"Global Andrology Forum Clinical Guidelines on the Relevance of Sperm DNA Fragmentation in Reproductive Medicine","year":2025,"lang":"en","type":"article","venue":"The World Journal of Men s Health","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; DNA fragmentation; Andrology; Reproductive medicine; Sperm; Gynecology; Genetics; Biology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004746203,0.00008220039,0.0004244264,0.0001218745,0.00006082135,0.000001964049,0.0001417547,0.00003217322,0.00004739514],"category_scores_gemma":[0.004498263,0.00003867441,0.0000725252,0.0005136127,0.0001638306,0.00002944992,0.00002621433,0.0003149895,0.000001715286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001670846,"about_ca_system_score_gemma":0.000326145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001345845,"about_ca_topic_score_gemma":0.0002981272,"domain_scores_codex":[0.9979391,0.0003540151,0.001131893,0.000136365,0.00029035,0.0001482844],"domain_scores_gemma":[0.9978669,0.0007675768,0.0006501858,0.0003636944,0.0002991628,0.00005253197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007962787,0.0006302892,0.4385689,0.0001483906,0.0003542765,0.0000510173,0.0008273461,0.0004418316,0.0003355462,0.02776961,0.3809646,0.1419455],"study_design_scores_gemma":[0.008147831,0.005310257,0.9004826,0.003000814,0.0002693121,0.0003678775,0.00337877,0.0004959773,0.0003718038,0.03643986,0.04163884,0.00009606432],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5057466,0.002820963,0.0002467677,0.487462,0.0008131709,0.0003227154,0.000001219842,0.000004489416,0.002582115],"genre_scores_gemma":[0.9710413,0.001552192,0.0007130421,0.02533727,0.0008347234,0.000002898183,0.000001841854,0.000005971677,0.000510728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4652947,"threshold_uncertainty_score":0.5385166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06650834633409611,"score_gpt":0.438476905143853,"score_spread":0.3719685588097569,"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."}}