{"id":"W2737510142","doi":"10.21037/tau.2017.06.12","title":"Clinical usefulness of sperm DNA fragmentation testing","year":2017,"lang":"en","type":"letter","venue":"Translational Andrology and Urology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Ottawa Fertility Centre","funders":"","keywords":"DNA fragmentation; Sperm; Fertility; Male infertility; Infertility; Semen; Semen analysis; Biomarker; Andrology; Fragmentation (computing); Sperm bank; Biology; Medicine; Bioinformatics; Gynecology; Genetics; Apoptosis; 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":[0.0002903132,0.0001839954,0.0005718227,0.0001246109,0.000119407,0.000005266866,0.00006954062,0.001224814,0.0002818646],"category_scores_gemma":[0.0002251443,0.0001615734,0.0001203203,0.00004018594,0.0005681401,0.00004720935,0.00001351884,0.0009734179,0.00001513847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000390175,"about_ca_system_score_gemma":0.0001240599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001901276,"about_ca_topic_score_gemma":0.000005455882,"domain_scores_codex":[0.9986574,0.0001397637,0.0004701937,0.0003813675,0.0001517996,0.0001994522],"domain_scores_gemma":[0.9985292,0.0007928735,0.0002768228,0.0002132134,0.000140481,0.00004740569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001071293,0.0002022567,0.9264612,0.0004723048,0.0006670232,0.001109891,0.0001264393,0.00002294404,0.000324586,0.000586598,0.05119373,0.01776176],"study_design_scores_gemma":[0.003355464,0.001557133,0.8325995,0.00004200122,0.001155894,0.002225969,0.000002207249,0.0008358965,0.00002911727,0.004827266,0.153149,0.0002205741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6908411,0.0006380377,0.0009423225,0.3028722,0.0009691421,0.0003584075,0.00005295392,0.00004465278,0.003281237],"genre_scores_gemma":[0.7516493,0.00004414717,0.0009581327,0.2422709,0.003614848,0.00002220614,0.00100223,0.00003419154,0.0004039827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1019553,"threshold_uncertainty_score":0.9446886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08232949319754186,"score_gpt":0.325449991514182,"score_spread":0.2431204983166402,"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."}}