{"id":"W4392165832","doi":"10.1186/s13293-024-00595-2","title":"Consideration of sex as a biological variable in diabetes research across twenty years","year":2024,"lang":"en","type":"article","venue":"Biology of Sex Differences","topic":"Sex and Gender in Healthcare","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Hospital and Health Sciences Centre; McGill University; University of British Columbia","funders":"Breakthrough T1D Canada; Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Human physiology; Medicine; Diabetes mellitus; Physiology; Internal medicine; Demography; Bioinformatics; Endocrinology; Biology","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":[0.001074829,0.00008439064,0.0003606847,0.0001384363,0.00003545204,0.000008847251,0.00009070423,0.0002615075,0.0001814516],"category_scores_gemma":[0.0003576502,0.00005890191,0.00003632795,0.0002781891,0.0005584709,0.00002160395,0.00006347676,0.0002736303,0.00001161718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000220468,"about_ca_system_score_gemma":0.0001830014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005771483,"about_ca_topic_score_gemma":0.00003553343,"domain_scores_codex":[0.9986086,0.0003008124,0.0003231772,0.0003181318,0.0001322743,0.0003169884],"domain_scores_gemma":[0.9986869,0.0009775446,0.00003383861,0.0001600897,0.00008796414,0.00005365689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004438993,0.00008979433,0.941456,0.0002788461,0.00005140298,0.00001058651,0.003319039,3.086006e-7,0.02373125,0.002145906,0.00009806103,0.02877447],"study_design_scores_gemma":[0.000723146,0.002787526,0.8959967,0.0004723841,0.00001320403,0.00001522018,0.0123675,0.0003583443,0.03715193,0.04819598,0.001758511,0.0001595546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948426,0.003538483,0.000006811078,0.0005180792,0.0001941841,0.0002320378,0.00003778073,0.00002391619,0.0006060654],"genre_scores_gemma":[0.9990675,0.0003186816,0.0002168682,0.00007723689,0.00007784706,0.00002510099,0.00003762213,0.00000462321,0.000174464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04605008,"threshold_uncertainty_score":0.240195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2173620843728681,"score_gpt":0.4593944128735161,"score_spread":0.242032328500648,"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."}}