{"id":"W2786627586","doi":"10.3390/risks6010008","title":"Health Care Workers’ Risk Perceptions and Willingness to Report for Work during an Influenza Pandemic","year":2018,"lang":"en","type":"article","venue":"Risks","topic":"Disaster Response and Management","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; HEC Montréal","funders":"Canadian Institutes of Health Research","keywords":"Risk perception; Pandemic; Perception; Multinomial logistic regression; Work (physics); Health care; Psychology; Influenza pandemic; Environmental health; Public health; Logistic regression; Medicine; Actuarial science; Nursing; Business; Coronavirus disease 2019 (COVID-19); Political science; Disease; Statistics; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006905114,0.0001405399,0.0002325156,0.00009969483,0.001525436,0.00002264617,0.0001213628,0.000102013,0.00007096938],"category_scores_gemma":[0.0001435708,0.0001279723,0.00004111001,0.0001916551,0.00004710759,0.0001125578,0.0001514473,0.000233578,0.0001144724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001664317,"about_ca_system_score_gemma":0.0001452697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001088673,"about_ca_topic_score_gemma":0.002349284,"domain_scores_codex":[0.9982396,0.0002785284,0.0004400354,0.0003980029,0.0001310767,0.0005127189],"domain_scores_gemma":[0.9987552,0.0001020321,0.00020884,0.0004900707,0.0001399337,0.0003039772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004230473,0.00002332699,0.898428,0.0001712461,0.00002434036,0.000003606734,0.08139555,0.00001372185,0.00001225456,0.00002824133,0.00426298,0.0152137],"study_design_scores_gemma":[0.0006491023,0.0001866156,0.818397,0.000280726,0.00003084486,0.000002411489,0.04531524,0.000005660473,0.000001150314,0.00008436044,0.134899,0.0001479055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916989,0.0001715,0.004650129,0.0003788612,0.0004423083,0.001581478,0.00003638495,0.0001585584,0.0008818886],"genre_scores_gemma":[0.9925212,0.00005494548,0.002214655,0.001900387,0.0005906913,0.0004455486,0.00003223975,0.00003683571,0.002203491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.130636,"threshold_uncertainty_score":0.9997745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1321784321536993,"score_gpt":0.5005343653726936,"score_spread":0.3683559332189943,"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."}}