{"id":"W2080961531","doi":"10.1016/j.fertnstert.2007.11.002","title":"Intra-individual and inter-individual variations in sperm aneuploidy frequencies in normal men","year":2008,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Aneuploidy; Sperm; Biology; Population; Semen; Andrology; Ploidy; Chromosome; Fluorescence in situ hybridization; Genetics; Medicine; Gene","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005217033,0.0001500151,0.0002968844,0.0001232783,0.00009060492,0.00002375548,0.00005332676,0.0001239918,0.000124342],"category_scores_gemma":[0.0002465795,0.0001367797,0.0000330075,0.0001827169,0.0002258299,0.0002228418,0.00008389219,0.00025813,0.00000386513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005957276,"about_ca_system_score_gemma":0.00007360966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001040805,"about_ca_topic_score_gemma":0.00152286,"domain_scores_codex":[0.9987461,0.0001108747,0.0003525628,0.0003522171,0.0001975612,0.0002406717],"domain_scores_gemma":[0.9994907,0.00009204134,0.00003695004,0.0002189439,0.00003934864,0.0001220667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001601178,0.0002830973,0.9881091,0.00008466622,0.00002144639,0.00006963927,0.005007947,5.983925e-7,0.0005575976,0.00001636989,0.00001766226,0.004230735],"study_design_scores_gemma":[0.00140236,0.0002165481,0.996699,0.00003677875,0.00003658156,0.000127634,0.000290317,0.0005094478,0.0002156202,0.0002201302,0.0001308309,0.0001147361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997802,0.0001965901,0.000190036,0.0002727536,0.00007953661,0.0003158184,0.00005232003,0.00003644864,0.001054482],"genre_scores_gemma":[0.999339,0.00002913593,0.000297133,0.0001612699,0.00003379277,0.00001722248,0.00007112664,0.000006402787,0.00004487791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008589953,"threshold_uncertainty_score":0.5577712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03873770844545537,"score_gpt":0.2515896073160649,"score_spread":0.2128518988706096,"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."}}