{"id":"W4415735846","doi":"10.1097/jom.0000000000003595","title":"EMS Professionals Sleep Disturbance","year":2025,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Medicine","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Sleep disorder; Disturbance (geology); Sleep (system call); Poison control; Human factors and ergonomics; Occupational safety and health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0005818759,0.0002477411,0.0001822486,0.0005590386,0.0004290947,0.0003687561,0.0001996777,0.0002140128,0.008012388],"category_scores_gemma":[0.003913649,0.00010269,0.0004020073,0.0005664814,0.0001929992,0.0002371545,0.000684155,0.0003401225,0.0006770603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005844616,"about_ca_system_score_gemma":0.000636638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007357087,"about_ca_topic_score_gemma":0.01307205,"domain_scores_codex":[0.9994312,0.0001498708,0.0001102056,0.00007872233,0.0001428992,0.00008709273],"domain_scores_gemma":[0.9981041,0.0003267891,0.0009800808,0.00008654641,0.0003148988,0.0001875265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002159058,0.0001060907,0.9668032,0.0002962796,0.0001459396,0.0002474787,0.0008447831,0.0002345079,0.0006182336,0.00007682839,0.001828903,0.02858182],"study_design_scores_gemma":[0.000007958023,0.0001131821,0.9974125,0.00009583471,0.00002612024,0.0003920709,0.0004920657,0.0001327518,0.0001215822,0.00004134153,0.001161096,0.000003560494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984381,0.001374195,0.0007294749,0.000743214,0.00006002806,0.0001953195,0.002940552,0.00004705881,0.009529207],"genre_scores_gemma":[0.9968405,0.0005065434,0.000302176,0.0001508447,0.00002227525,0.00004608944,0.0008354716,0.000003343692,0.001292831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008012388,"threshold_uncertainty_score":0.02680409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01786782705646778,"score_gpt":0.3339215943639173,"score_spread":0.3160537673074496,"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."}}