{"id":"W3016887847","doi":"10.3390/ijerph17082708","title":"Sleep Quality and Mental Disorder Symptoms among Canadian Public Safety Personnel","year":2020,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Sleep and related disorders","field":"Psychology","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Memorial University of Newfoundland; University of Regina","funders":"Canadian Institutes of Health Research; Canadian Institute for Military and Veteran Health Research; China Scholarship Council","keywords":"Mental health; Psychiatry; Insomnia; Anxiety; Panic disorder; Sleep disorder; Medicine; Generalized anxiety disorder; Anxiety disorder; Clinical psychology; Public health; Sleep (system call); Psychology","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":[0.0006602178,0.0003215662,0.0002463864,0.001763282,0.002947422,0.0009154101,0.000845915,0.0003323029,0.002887257],"category_scores_gemma":[0.002097221,0.0003440957,0.000502702,0.003287353,0.0006234641,0.0003553446,0.0008192246,0.0005521362,0.0002533022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01719941,"about_ca_system_score_gemma":0.01418042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9915155,"about_ca_topic_score_gemma":0.994341,"domain_scores_codex":[0.9993024,0.00003900439,0.00003882004,0.00007662763,0.000337608,0.0002055276],"domain_scores_gemma":[0.9986588,0.0000583561,0.0002802651,0.00003479263,0.0006948068,0.0002730591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003450769,0.00003642001,0.9936554,0.00002857271,0.00002046275,0.00004264294,0.001224203,0.00003563536,0.00009855503,0.00003323488,0.0008253356,0.003964988],"study_design_scores_gemma":[0.000001595858,0.00001411274,0.9986248,0.000009052498,0.000004288341,0.00001636756,0.001019225,0.00004066089,0.00001178913,0.000004677878,0.0002496348,0.000003769686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995631,0.0002916932,0.00002751439,0.0001704376,0.00000761207,0.0000286479,0.001688654,0.000004845239,0.002149736],"genre_scores_gemma":[0.9977297,0.0003499751,0.00006524365,0.0000590271,0.000005305002,0.00001284532,0.001001468,0.000001821483,0.0007744776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01719941,"threshold_uncertainty_score":0.124791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0689519627189596,"score_gpt":0.3811724233243878,"score_spread":0.3122204606054282,"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."}}