{"id":"W3196977313","doi":"10.2196/32663","title":"Exploring the Well-being of Health Care Workers During the COVID-19 Pandemic: Protocol for a Prospective Longitudinal Study","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Armed Forces; Veterans Affairs Canada; Royal Ottawa Mental Health Centre; University of Toronto; St Joseph's Health Care; Lawson Health Research Institute; Western University","funders":"","keywords":"Snowball sampling; Stressor; Mental health; Anxiety; Distress; Longitudinal study; Medicine; Pandemic; Psychology; Health care; Nursing; Clinical psychology; Psychiatry; Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.03899492,0.002937695,0.002939869,0.002560985,0.006016268,0.002463554,0.002740886,0.003995945,0.03386581],"category_scores_gemma":[0.02360975,0.00239364,0.002998112,0.002876987,0.001794868,0.002463555,0.002395347,0.00547675,0.006810227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00749217,"about_ca_system_score_gemma":0.02579568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01114391,"about_ca_topic_score_gemma":0.02428209,"domain_scores_codex":[0.9826383,0.01028318,0.002670118,0.001157406,0.001465147,0.001785915],"domain_scores_gemma":[0.9805022,0.004042805,0.002645587,0.002559152,0.008142963,0.002107415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.2114792,0.06068488,0.05528411,0.05107232,0.002064845,0.004736965,0.02010879,0.01473154,0.01601533,0.02495005,0.2641825,0.2746894],"study_design_scores_gemma":[0.1728985,0.06762173,0.1495615,0.0226951,0.00112444,0.0009739529,0.01752777,0.01099138,0.009451411,0.01455959,0.5314062,0.001188252],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002102372,0.0000743472,0.001243922,0.0001580538,0.0001048093,0.9934735,0.002191696,0.00003274166,0.0006185296],"genre_scores_gemma":[0.0009399442,0.00004671759,0.001580546,0.00007293472,0.000009392958,0.9969662,0.0002421063,0.000001524882,0.0001406047],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03899492,"threshold_uncertainty_score":0.2062273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7016656616683568,"score_gpt":0.6688286125375679,"score_spread":0.03283704913078889,"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."}}