{"id":"W4409901001","doi":"10.1177/10519815251331802","title":"Perceived stress and performance of daily activities among emergency healthcare workers during the COVID-19 pandemic","year":2025,"lang":"en","type":"article","venue":"Work","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Medicine; Emergency department; Coronavirus disease 2019 (COVID-19); Health care; Activities of daily living; Personal protective equipment; Job satisfaction; Scale (ratio); Psychology; Physical therapy; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001998886,0.0001204501,0.0001757631,0.00008282474,0.0003412836,0.000006976412,0.0001600547,0.00008705223,0.0002518453],"category_scores_gemma":[0.00002057772,0.000094843,0.00004366247,0.00030827,0.0001614152,0.00005138437,0.00007090287,0.0002383613,0.000004427459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002163131,"about_ca_system_score_gemma":0.0001863937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003321317,"about_ca_topic_score_gemma":0.002077652,"domain_scores_codex":[0.998971,0.0001420995,0.0002458543,0.0002439363,0.0001042202,0.0002928498],"domain_scores_gemma":[0.9992973,0.0001704277,0.00009949923,0.0003058248,0.00001343921,0.0001135614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003576217,0.00002956091,0.9848801,0.0007092245,0.00003112189,0.000001679568,0.008751965,0.0000147586,0.00002261976,0.00009144871,0.0006787679,0.004431055],"study_design_scores_gemma":[0.000416995,0.00005294179,0.9881222,0.0001735211,0.00001346331,0.000001855318,0.009719029,0.000004785923,0.00001258612,0.00002927437,0.001372923,0.00008038559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941722,0.00240524,0.00001054307,0.001152496,0.0007187242,0.0003202671,0.00001664678,0.00005030781,0.00115358],"genre_scores_gemma":[0.9918857,0.0007839158,0.00000698668,0.0006347642,0.00005601011,0.00006034866,0.000004142399,0.000009914565,0.006558166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005404586,"threshold_uncertainty_score":0.502086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04734563124272178,"score_gpt":0.383039411788646,"score_spread":0.3356937805459242,"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."}}