{"id":"W3171168171","doi":"10.1177/08404704211021109","title":"Evaluating the mental health and well-being of Canadian healthcare workers during the COVID-19 outbreak","year":2021,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Mental health; Pandemic; Health care; Coronavirus disease 2019 (COVID-19); Population; Public health; Medicine; Psychological intervention; Distress; Mental healthcare; Nursing; Psychology; Environmental health; Psychiatry; Political science; Clinical psychology; Disease","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":[0.002538578,0.0003814621,0.0004129589,0.001001302,0.005374599,0.001896085,0.00101346,0.000576183,0.001568032],"category_scores_gemma":[0.005722889,0.0002605633,0.0005478776,0.001597925,0.0008865353,0.0004522958,0.001451519,0.001353941,0.0001828847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03136931,"about_ca_system_score_gemma":0.03432131,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9789322,"about_ca_topic_score_gemma":0.9904764,"domain_scores_codex":[0.9982704,0.0002501772,0.00006959365,0.00007075515,0.0004461214,0.0008929021],"domain_scores_gemma":[0.9970261,0.0001722854,0.0003266816,0.0000457918,0.001372901,0.001056186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00025686,0.0003559017,0.9465733,0.0002050159,0.00009094201,0.0002463952,0.02090875,0.0001419355,0.0004485639,0.000150602,0.005567162,0.02505465],"study_design_scores_gemma":[0.00001493187,0.0001802334,0.9616578,0.0001746389,0.00003661112,0.00003699083,0.03443554,0.0002172544,0.0001040461,0.00004080859,0.003070833,0.00003032039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933074,0.0006228891,0.00006355644,0.001762204,0.00005207355,0.0001660544,0.0008045302,0.000004965934,0.003216349],"genre_scores_gemma":[0.9971179,0.0007423682,0.0002231559,0.0006215885,0.00002026622,0.00006289336,0.0004748606,0.000002936855,0.0007340861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03136931,"threshold_uncertainty_score":0.2276013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0803701033332855,"score_gpt":0.4299586035673466,"score_spread":0.3495885002340611,"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."}}