{"id":"W4321499948","doi":"10.1080/20008066.2023.2171751","title":"Characterizing the mental health and functioning of Canadian respiratory therapists during the COVID-19 pandemic","year":2023,"lang":"en","type":"article","venue":"European journal of psychotraumatology","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University; Veterans Affairs Canada; Royal Ottawa Mental Health Centre; University of Ottawa; St. Joseph’s Healthcare Hamilton; Homewood Research Institute; University of Toronto; McMaster University","funders":"McMaster University; U.S. Department of Veterans Affairs; Atlas Institute for Veterans and Families","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Mental health; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychology; Coronavirus Infections; Medicine; Psychiatry; Virology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00135578,0.0002683728,0.0003078044,0.0011494,0.003180571,0.001192208,0.001099693,0.0005923903,0.002209048],"category_scores_gemma":[0.004796822,0.0002786647,0.0003897212,0.002019547,0.0008328334,0.000393039,0.001264938,0.0008742519,0.0003038021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0180004,"about_ca_system_score_gemma":0.02052156,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9621326,"about_ca_topic_score_gemma":0.9795941,"domain_scores_codex":[0.9988103,0.0001267757,0.00006748897,0.0001023995,0.0004213071,0.0004717431],"domain_scores_gemma":[0.9977585,0.0001544804,0.0005718287,0.00006090792,0.0009006112,0.0005536091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007842609,0.00005803811,0.9728923,0.0001008375,0.0000259016,0.0001493794,0.01321915,0.00009234677,0.000424018,0.00004661728,0.002284086,0.01062887],"study_design_scores_gemma":[0.000002959786,0.00003495443,0.9881017,0.0000523051,0.000006417291,0.00005938526,0.01070585,0.00007128882,0.00003506873,0.000007615875,0.000914273,0.000008199319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949326,0.0003867838,0.00005286551,0.0006222423,0.00001091231,0.00007508718,0.00140943,0.00000511959,0.002504888],"genre_scores_gemma":[0.9973775,0.000691154,0.0001467011,0.0002211078,0.000007154601,0.00004201821,0.0008479175,0.000002441745,0.0006640966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9621326,"threshold_uncertainty_score":0.1306026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1512690664954313,"score_gpt":0.3979000399757958,"score_spread":0.2466309734803646,"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."}}