{"id":"W4378611578","doi":"10.1093/sleep/zsad077.0212","title":"0212 Insufficient Sleep and Behavioral Health in the Military: A 5-Nation Perspective","year":2023,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sleep (system call); Insomnia; Mental health; Medicine; Globe; Psychology; Gerontology; Psychiatry","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":[0.001052981,0.0002161373,0.0001983451,0.001597569,0.001336367,0.001774827,0.000396173,0.00075802,0.003223638],"category_scores_gemma":[0.001291553,0.0001582197,0.0004944844,0.0009810723,0.001048401,0.002166363,0.00156844,0.0009824843,0.0001302608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001533304,"about_ca_system_score_gemma":0.002091858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05055099,"about_ca_topic_score_gemma":0.1088636,"domain_scores_codex":[0.9995891,0.0002029215,0.00002514053,0.00003979291,0.00003352984,0.0001094711],"domain_scores_gemma":[0.9989773,0.0001829834,0.0003373397,0.0000194276,0.0001215903,0.0003614018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000262784,0.0001107948,0.9613113,0.0001852849,0.00008650533,0.0004104415,0.01194086,0.0001345809,0.0001636984,0.005577476,0.002956168,0.01709664],"study_design_scores_gemma":[0.00000497562,0.0001423892,0.9325203,0.0008123534,0.00007770911,0.0004373217,0.05450477,0.000373821,0.00005009045,0.001359356,0.009702498,0.00001454324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9428677,0.01140733,0.000314861,0.03140584,0.0002485409,0.00002334429,0.0004672541,0.000006788218,0.01325847],"genre_scores_gemma":[0.9918217,0.00566221,0.0003039924,0.001399976,0.000158941,0.00001762795,0.0001384185,0.000001478344,0.0004956715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05055099,"threshold_uncertainty_score":0.1005135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04386502858851318,"score_gpt":0.3597797071147037,"score_spread":0.3159146785261905,"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."}}