{"id":"W4206634745","doi":"10.2196/27469","title":"The Mental Health Impact of the COVID-19 Pandemic Among Physicians, Nurses, and Other Health Care Providers in Alberta: Cross-sectional Survey","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary; University of Alberta","funders":"Alberta Children's Hospital Foundation; University of Alberta; Alberta Cancer Foundation; Royal Alexandra Hospital Foundation; Children's Hospital Foundation; Alberta Health Services","keywords":"Anxiety; Cross-sectional study; Mental health; Medicine; Pandemic; Depression (economics); Health care; Odds ratio; Odds; Psychiatry; Coronavirus disease 2019 (COVID-19); Patient Health Questionnaire; Public health; Clinical psychology; Family medicine; Depressive symptoms; Logistic regression; Nursing; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0005010054,0.0001632526,0.0001283935,0.0006479837,0.0009053848,0.0004799604,0.0004398036,0.000333827,0.0009715941],"category_scores_gemma":[0.001114656,0.0002412972,0.0001532966,0.001026155,0.0003681012,0.0001922675,0.0005718477,0.0004262706,0.0001506869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003776267,"about_ca_system_score_gemma":0.003540291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8136734,"about_ca_topic_score_gemma":0.892354,"domain_scores_codex":[0.9995988,0.00005913667,0.0000251332,0.00004345167,0.0001614301,0.0001120684],"domain_scores_gemma":[0.9991733,0.00009870635,0.0002538563,0.00002153071,0.0001811543,0.0002714367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001399234,0.0000345416,0.9984237,0.000009949726,0.000007496135,0.0000610763,0.0003834672,0.00001767056,0.0001023579,0.000004154979,0.0001547352,0.0007868457],"study_design_scores_gemma":[0.000001690396,0.00002156538,0.9988398,0.000005882936,0.000002616202,0.00002609132,0.0009744443,0.00003555903,0.000009587474,0.000001611657,0.00007999851,0.000001045336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987509,0.00009072151,0.00002358957,0.00008509284,0.000002352064,0.00002953738,0.0004965602,0.00000225922,0.0005188071],"genre_scores_gemma":[0.9988559,0.000192673,0.0000771538,0.0001321773,0.000004229903,0.00001745775,0.0004047758,7.087671e-7,0.0003147702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1863266,"threshold_uncertainty_score":0.3748478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1432978706086264,"score_gpt":0.560193777873713,"score_spread":0.4168959072650867,"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."}}