{"id":"W2163268483","doi":"10.1016/j.juro.2013.08.004","title":"Is Sperm DNA Integrity Assessment Useful?","year":2013,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sperm; DNA fragmentation; Intracytoplasmic sperm injection; Andrology; Medicine; Gynecology; Infertility; Biology; Pregnancy; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004443313,0.00006339203,0.0001755421,0.00005793923,0.00003452674,0.000006465071,0.0000849945,0.00006584402,0.002337112],"category_scores_gemma":[0.0001384401,0.00003233764,0.00007700273,0.0000600457,0.00006696893,0.00005727921,0.00002063621,0.0005007428,0.0001369376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003370172,"about_ca_system_score_gemma":0.00009027155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004587051,"about_ca_topic_score_gemma":0.000002584222,"domain_scores_codex":[0.9993555,0.00009787607,0.0002211642,0.00004661551,0.0001613166,0.0001175395],"domain_scores_gemma":[0.9992827,0.0001393969,0.0001465745,0.0001527701,0.0002048902,0.0000737251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009878181,0.0009465912,0.6917042,0.0000492213,0.0009357043,0.0002782412,0.001746743,0.00003720076,0.1144043,0.001535694,0.1646757,0.02269862],"study_design_scores_gemma":[0.001225333,0.001917697,0.9689462,0.00001233827,0.000404568,0.005257416,0.0001696478,0.0005918226,0.00113829,0.002579592,0.01770337,0.00005370461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972712,0.0002301518,0.001258464,0.02274922,0.0004438445,0.00009405112,3.150852e-7,0.000006969744,0.002505012],"genre_scores_gemma":[0.9927742,0.0000681997,0.0003728927,0.006200841,0.0003845627,8.644836e-7,4.199516e-7,0.000006599949,0.0001913843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.277242,"threshold_uncertainty_score":0.9985749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03110918637750546,"score_gpt":0.3007181911696276,"score_spread":0.2696090047921221,"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."}}