{"id":"W4384559989","doi":"10.56367/oag-038-10750","title":"Can \"resilience\" protect key workers from poor mental health?","year":2023,"lang":"en","type":"article","venue":"Open Access Government","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina; Thompson Rivers University","funders":"","keywords":"Mental health; Resilience (materials science); Psychological resilience; Health care; Key (lock); Mental healthcare; Public health; Business; Psychology; Medicine; Public relations; Nursing; Environmental health; Political science; Psychiatry; Computer security; Social psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.004721378,0.0004702983,0.0005575162,0.001084924,0.004289157,0.003491118,0.001136133,0.002195889,0.01039703],"category_scores_gemma":[0.02085483,0.0002354472,0.0008123291,0.0006540839,0.006416954,0.004913659,0.006136946,0.004084284,0.001220163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00434737,"about_ca_system_score_gemma":0.02332173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07144927,"about_ca_topic_score_gemma":0.1515892,"domain_scores_codex":[0.9973934,0.0009685892,0.00006200779,0.0001504235,0.0002454286,0.001180097],"domain_scores_gemma":[0.9929016,0.001557486,0.0009830367,0.0004694039,0.001028353,0.003060118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003746902,0.001082383,0.1322508,0.002391334,0.0004973164,0.0008002967,0.04605403,0.0006677212,0.001207786,0.111947,0.1525992,0.5501275],"study_design_scores_gemma":[0.0002047209,0.001239208,0.3075605,0.02194781,0.0005601948,0.0007518322,0.1604291,0.0005272175,0.001559789,0.1584797,0.346417,0.0003228926],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1000694,0.0151409,0.00196051,0.8419765,0.002818848,0.0001048884,0.0004292931,0.00008708593,0.03741261],"genre_scores_gemma":[0.8972393,0.02712093,0.002161555,0.06660364,0.001123513,0.0002023538,0.00023958,0.0000386844,0.005270383],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07144927,"threshold_uncertainty_score":0.1420668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1566661095858781,"score_gpt":0.5423004954840992,"score_spread":0.3856343858982211,"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."}}