{"id":"W4285087907","doi":"10.1177/08404704221112288","title":"The impact of COVID-19 on relative health outcomes among healthcare workers in Canada","year":2022,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Community College","funders":"","keywords":"Multinomial logistic regression; Coronavirus disease 2019 (COVID-19); Mental health; Pandemic; Anxiety; Logistic regression; Mental healthcare; 2019-20 coronavirus outbreak; Health care; Psychology; Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychiatry; Disease; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001730019,0.000352546,0.0006093988,0.0003899295,0.001374437,0.00001425864,0.0005976031,0.00005907192,0.0003470526],"category_scores_gemma":[0.00004419249,0.00028056,0.0002150779,0.001031805,0.00009374463,0.00006202838,0.0003896918,0.0008670608,0.00001158075],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02633633,"about_ca_system_score_gemma":0.008953381,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9970955,"about_ca_topic_score_gemma":0.9918962,"domain_scores_codex":[0.9942093,0.001539355,0.001100055,0.0007002374,0.0008504263,0.001600601],"domain_scores_gemma":[0.9968154,0.0007268825,0.0006713286,0.0009762228,0.00003388258,0.0007762655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005992403,0.0001591608,0.8848956,0.0004177674,0.0001310865,0.0001004004,0.002675151,0.0008308369,1.026245e-8,0.03260412,0.05353159,0.02405506],"study_design_scores_gemma":[0.001572501,0.001340281,0.8642761,0.00006285695,0.000006050444,0.000004057155,0.09166548,0.00005609274,7.527655e-8,0.001447705,0.0393491,0.0002197091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4910516,0.004129769,0.00007025581,0.4877087,0.003449577,0.007147766,0.0008376207,0.0001357402,0.005468985],"genre_scores_gemma":[0.9689875,0.0002640857,0.00001607264,0.02756071,0.00002033486,0.0007569016,0.00009117017,0.00004782176,0.002255456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4779358,"threshold_uncertainty_score":0.9999647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05898730344369738,"score_gpt":0.4264899275290816,"score_spread":0.3675026240853843,"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."}}