{"id":"W4280516250","doi":"10.1093/milmed/usac118","title":"The Association Between Sleep and Musculoskeletal Injuries in Military Personnel: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"Military Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Military personnel; Medicine; Cohort; Cohort study; Cross-sectional study; Poison control; Sleep (system call); Human factors and ergonomics; Occupational safety and health; Injury prevention; Peer review; Military medicine; Environmental health; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005353535,0.001336776,0.007249653,0.009473776,0.0007588739,0.002560994,0.00192337,0.002184247,0.004080934],"category_scores_gemma":[0.03550439,0.00118682,0.00733183,0.01022992,0.0008254538,0.002089895,0.001417941,0.001138901,0.0003193832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003395578,"about_ca_system_score_gemma":0.01247782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01335459,"about_ca_topic_score_gemma":0.04004541,"domain_scores_codex":[0.9943456,0.00173998,0.002157185,0.000483318,0.001067559,0.0002063216],"domain_scores_gemma":[0.9724895,0.0206626,0.004303215,0.0003009873,0.001983262,0.0002605395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009990047,0.000011702,0.001529514,0.9735465,0.007299165,0.0001075492,0.0002047513,0.00006231831,0.00007462004,0.0001167901,0.001039716,0.01590752],"study_design_scores_gemma":[0.0001483604,0.0001697417,0.008544392,0.9094618,0.07105778,0.0004427546,0.0003818263,0.00008821322,0.00009954115,0.0002289987,0.00933729,0.00003921926],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002017966,0.9965367,0.0001184389,0.0002646358,0.0001040501,0.0002397155,0.0004612929,0.000008951703,0.0002482631],"genre_scores_gemma":[0.02192936,0.9760311,0.0005074819,0.0005046076,0.00009346843,0.0005167371,0.000276809,0.000005507487,0.0001349797],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01335459,"threshold_uncertainty_score":0.02831256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02363686174557133,"score_gpt":0.336051972014962,"score_spread":0.3124151102693907,"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."}}