{"id":"W4230333245","doi":"10.32920/14638239","title":"Insomnia, psychiatric disorders and suicidal ideation in a national representative sample of active Canadian Forces members","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Western University","funders":"Ministère de la Défense Nationale","keywords":"Mental health; Insomnia; Psychiatry; Suicidal ideation; Generalized anxiety disorder; Logistic regression; Anxiety; Major depressive disorder; Clinical psychology; Moderation; Panic disorder; Psychology; Medicine; Poison control; Suicide prevention; Mood; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001061363,0.0004345841,0.0003378248,0.001938268,0.003137529,0.001025278,0.001095486,0.0004708563,0.001927826],"category_scores_gemma":[0.002590321,0.0003340807,0.0006598904,0.002844933,0.0007345771,0.0003407596,0.0007671773,0.0005432118,0.0001597339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0139935,"about_ca_system_score_gemma":0.02308952,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9891662,"about_ca_topic_score_gemma":0.9918633,"domain_scores_codex":[0.9992632,0.00004749281,0.00003928373,0.00010465,0.0002919655,0.0002532978],"domain_scores_gemma":[0.9987025,0.00007534331,0.0003137033,0.00005412737,0.0005490208,0.0003052516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002590307,0.00002540242,0.9969648,0.0000360609,0.00004223568,0.00002695438,0.00039905,0.00003158064,0.00005267249,0.00003184992,0.0005990484,0.00176445],"study_design_scores_gemma":[0.000003258969,0.00001794633,0.9986938,0.00002458532,0.00001689155,0.00003017345,0.0007364544,0.00005427685,0.00001398339,0.00001051391,0.0003931755,0.000004896834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994454,0.0007255856,0.0000713926,0.000219196,0.00001192234,0.00007951367,0.003226814,0.000005849279,0.001205598],"genre_scores_gemma":[0.996433,0.0007220249,0.0002559928,0.0001544893,0.00001129986,0.00005260154,0.001880316,0.000002865,0.0004873756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0139935,"threshold_uncertainty_score":0.1015304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0160290548105107,"score_gpt":0.3185828495176486,"score_spread":0.3025537947071379,"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."}}