{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001677398,0.0001277808,0.0002021297,0.0003839818,0.0004058268,0.0001621238,0.0003663712,0.0001131383,0.00238418],"category_scores_gemma":[0.0001977536,0.0001110718,0.00006249616,0.0001457273,0.0005167844,0.0003812819,0.0001243915,0.0007495077,0.00004080815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004368292,"about_ca_system_score_gemma":0.0002666438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01426305,"about_ca_topic_score_gemma":0.006688196,"domain_scores_codex":[0.9972091,0.000491187,0.0005173578,0.0002639937,0.000887476,0.0006308823],"domain_scores_gemma":[0.9975247,0.0001638311,0.0001843508,0.00009305061,0.00006820115,0.001965878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002600805,0.0007309654,0.7315364,0.00001226663,0.0009782753,0.00008354217,0.01236351,0.000001195663,0.00003397819,0.004847445,0.002804668,0.2463476],"study_design_scores_gemma":[0.004047106,0.001101357,0.7984514,0.00001858375,0.000005799242,0.0001795959,0.04036018,0.0001986949,9.948897e-7,0.0002784889,0.1551517,0.0002060997],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8613722,0.003381381,0.00008657213,0.1320698,0.0003893995,0.0001765126,0.000141866,0.000006028268,0.002376232],"genre_scores_gemma":[0.9945268,0.002498202,0.00002649957,0.002557902,0.0002082874,0.000004301829,0.00004747439,0.00001671347,0.0001138407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2461415,"threshold_uncertainty_score":0.9985278,"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."}}