{"id":"W3137720996","doi":"10.2147/nss.s286131","title":"Associations Between Transgender Identity, Sleep, Mental Health and Suicidality Among a North American Cohort of College Students","year":2021,"lang":"en","type":"article","venue":"Nature and Science of Sleep","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute","keywords":"Transgender; Mental health; Anxiety; Mood; Medicine; College health; Clinical psychology; Psychiatry; Depression (economics); Insomnia; Cohort; Psychology; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003935705,0.0001819293,0.0002057444,0.0006625973,0.001073847,0.0005755586,0.0002785919,0.0002544949,0.001501585],"category_scores_gemma":[0.001066997,0.0001816322,0.0003042522,0.0006595278,0.0002666118,0.0003743724,0.000519096,0.0005231555,0.0001648364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004679775,"about_ca_system_score_gemma":0.001055319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0851087,"about_ca_topic_score_gemma":0.1574618,"domain_scores_codex":[0.9997841,0.00003274757,0.00001897655,0.00004419842,0.00005941685,0.00006057568],"domain_scores_gemma":[0.9992944,0.00004428086,0.0002373284,0.00004101709,0.0001498365,0.0002330646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001040016,0.00002029555,0.9987975,0.000004506122,0.00001129409,0.0000242981,0.000183817,0.000004107248,0.00006562284,0.00000605623,0.00009774138,0.0007743004],"study_design_scores_gemma":[0.000001202193,0.00002045121,0.9986476,0.000009474351,0.000007151677,0.00007656866,0.001072189,0.00002458686,0.00001537021,0.000006849757,0.0001170955,0.000001458182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993486,0.00009584361,0.00001850233,0.00006781283,0.000006106736,0.00000732969,0.0001687795,0.000001106833,0.000285906],"genre_scores_gemma":[0.9992398,0.000170337,0.00004309327,0.00008563037,0.000007807833,0.00001143347,0.0002469289,0.000001052337,0.000193835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0851087,"threshold_uncertainty_score":0.1692266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02306778803535909,"score_gpt":0.3949338362598761,"score_spread":0.371866048224517,"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."}}