{"id":"W3118653768","doi":"10.3390/ijerph18010346","title":"Vulnerable Workers and COVID-19: Insights from a Survey of Members of the International Commission for Occupational Health","year":2021,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"National Institute for Occupational Safety and Health; Centers for Disease Control and Prevention","keywords":"Underemployment; Unemployment; Disadvantage; Pandemic; Socioeconomic status; Commission; Coronavirus disease 2019 (COVID-19); Quarter (Canadian coin); Inequality; Mental health; Demographic economics; Occupational safety and health; Environmental health; Political science; Economic growth; Medicine; Disease; Population; Geography; Economics; Psychiatry; Infectious disease (medical specialty)","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":[0.004742372,0.0002563464,0.000361763,0.001445562,0.001964037,0.001559018,0.0006008209,0.001405599,0.001763971],"category_scores_gemma":[0.009284999,0.0004060229,0.0003977381,0.001938171,0.000940938,0.001290771,0.0024434,0.001353059,0.0004294354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001305599,"about_ca_system_score_gemma":0.001867911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03157515,"about_ca_topic_score_gemma":0.04417675,"domain_scores_codex":[0.9968135,0.00158167,0.0002529685,0.0001510056,0.000448004,0.0007529284],"domain_scores_gemma":[0.9946866,0.00175328,0.001693422,0.0001484057,0.0008618056,0.0008564938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000873299,0.0001765782,0.7268767,0.0005411126,0.00003818065,0.001265515,0.2506038,0.00003060938,0.0004738199,0.0001995234,0.002926166,0.0167805],"study_design_scores_gemma":[0.000003666961,0.0001960503,0.6226162,0.0003538567,0.00001009297,0.0003312748,0.3724104,0.00004229659,0.00005619956,0.00005372479,0.003907096,0.00001906686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949037,0.0008672627,0.00009650967,0.001869081,0.00003023066,0.00008888199,0.0004001641,0.0000015264,0.001742642],"genre_scores_gemma":[0.9945543,0.002292195,0.0002407104,0.001535588,0.00004892172,0.0001659226,0.0003551534,0.000004092733,0.0008030311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03157515,"threshold_uncertainty_score":0.0627827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2556388081386655,"score_gpt":0.5136349306751773,"score_spread":0.2579961225365118,"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."}}