{"id":"W4281728143","doi":"10.1093/occmed/kqac050","title":"The psychosocial work environment among educators during the COVID-19 pandemic","year":2022,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Confederation of University Faculty Associations; McMaster University; Impact; Canada Auto Workers; Institute for Work & Health; Public Health Ontario; University of Toronto","funders":"","keywords":"Psychosocial; Burnout; Pace; Psychology; Computer-assisted web interviewing; Medicine; Medical education; Applied psychology; Clinical psychology; Psychiatry","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001101148,0.0001256888,0.0001277803,0.00005750105,0.001960221,0.000007041772,0.0003370515,0.00003657585,0.009063589],"category_scores_gemma":[0.0001202427,0.0000751624,0.00005345379,0.0002498793,0.0003836706,0.00002012896,0.0001025547,0.0003876871,0.00009308058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091464,"about_ca_system_score_gemma":0.0003444827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001209529,"about_ca_topic_score_gemma":0.0001375794,"domain_scores_codex":[0.9981388,0.0003562671,0.0003131005,0.0002817776,0.0005974754,0.0003125706],"domain_scores_gemma":[0.9982383,0.001040614,0.0001651035,0.0003460005,0.00000814684,0.0002017845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006084083,0.0001040945,0.905074,0.00001216811,0.00004824343,0.00000659968,0.007779576,0.00005779418,0.00001496719,0.003397067,0.0790279,0.003869152],"study_design_scores_gemma":[0.0005942279,0.00007257046,0.5890827,0.000003509314,0.00001477398,0.00001584781,0.003732063,0.000001210752,2.270981e-7,0.0004878354,0.4059388,0.00005628999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569826,0.001602883,0.00008017938,0.03501255,0.0035423,0.0006241639,0.00003168077,0.00005076368,0.002072906],"genre_scores_gemma":[0.9803848,0.00009635393,0.000005974171,0.01101258,0.001167479,0.0006264521,0.00005069489,0.00001603313,0.006639616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3269109,"threshold_uncertainty_score":0.9993391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07637844526761925,"score_gpt":0.4233961757841148,"score_spread":0.3470177305164955,"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."}}