{"id":"W2622244059","doi":"10.1186/s12888-017-1372-5","title":"Insomnia, psychiatric disorders and suicidal ideation in a National Representative Sample of active Canadian Forces members","year":2017,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Sleep and related disorders","field":"Psychology","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; St. Joseph’s Healthcare Hamilton; Deer Lodge Centre; Toronto Metropolitan University; St Joseph's Health Care; University of Ottawa; McMaster University; Parkwood Institute; Canadian Armed Forces; Western University","funders":"Ministère de la Défense Nationale","keywords":"Mental health; Insomnia; Psychiatry; Suicidal ideation; Generalized anxiety disorder; Major depressive disorder; Logistic regression; Anxiety; Panic disorder; Clinical psychology; Moderation; National Comorbidity Survey; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002124617,0.0001685976,0.0002000872,0.0005048394,0.0002958501,0.00003442764,0.0002630654,0.0002222857,0.0003326952],"category_scores_gemma":[0.0002108176,0.0001694799,0.00008331155,0.0002204159,0.0002230646,0.0002291922,0.00003091963,0.0002228341,0.0000158979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006146022,"about_ca_system_score_gemma":0.000363146,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4739166,"about_ca_topic_score_gemma":0.8484973,"domain_scores_codex":[0.9986444,0.00009837309,0.000321299,0.0004024916,0.0002136345,0.000319785],"domain_scores_gemma":[0.9990258,0.0001225197,0.0003013292,0.0003538146,0.00006089423,0.0001356959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002259091,0.0001287144,0.9683961,0.00001819683,0.0001512974,2.312011e-7,0.002520751,0.00007144515,0.000002637554,0.02370839,0.002639326,0.002137025],"study_design_scores_gemma":[0.003253683,0.00008110164,0.9538159,0.00001682728,0.00004814082,0.000003159535,0.00634237,0.0001635311,0.000002919689,0.03547705,0.0005909157,0.0002044036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9023352,0.0007761681,0.0001400197,0.001665856,0.002137727,0.0004776049,0.000123851,0.00001963755,0.09232393],"genre_scores_gemma":[0.9979283,0.00007477796,0.001431579,0.0001491476,0.00009731546,0.00005058056,0.00003895606,0.0000220517,0.0002073326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3745807,"threshold_uncertainty_score":0.6911188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01752906898730276,"score_gpt":0.3239647886612919,"score_spread":0.3064357196739891,"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."}}