{"id":"W4282983642","doi":"10.3390/healthcare10061113","title":"How Can We Help Healthcare Workers during a Catastrophic Event Such as the COVID-19 Pandemic?","year":2022,"lang":"en","type":"article","venue":"Healthcare","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Pandemic; Mental health; Anxiety; Coronavirus disease 2019 (COVID-19); Medicine; Health care; Depression (economics); Hotline; Perception; Psychiatry; Family medicine; Psychology; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.005757997,0.000803606,0.0009987454,0.0009754499,0.005764426,0.005982136,0.001863015,0.008476987,0.008786959],"category_scores_gemma":[0.03080228,0.0005443922,0.0008798137,0.000687683,0.002513226,0.008284681,0.004650336,0.006839309,0.003255547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001841847,"about_ca_system_score_gemma":0.01209554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01016616,"about_ca_topic_score_gemma":0.0220677,"domain_scores_codex":[0.9958061,0.002357995,0.0001545292,0.0002373708,0.0003476728,0.001096248],"domain_scores_gemma":[0.9859301,0.002794174,0.001520145,0.0003098107,0.001602405,0.007843256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003086454,0.0020133,0.06950267,0.00538676,0.000330936,0.00258225,0.06512612,0.0002887007,0.0006601755,0.003029275,0.4483888,0.4023823],"study_design_scores_gemma":[0.0003500905,0.002553852,0.1134545,0.0125415,0.0004626994,0.002036726,0.5512593,0.0005918444,0.0005190638,0.01465071,0.3010589,0.0005208156],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09661546,0.0383048,0.001548405,0.8380293,0.009073726,0.0004077699,0.0005414535,0.0002387296,0.01524031],"genre_scores_gemma":[0.6385456,0.0793265,0.01006788,0.2536195,0.007357994,0.001427766,0.0009689566,0.0001017749,0.008584038],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01016616,"threshold_uncertainty_score":0.0304516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1205968111347853,"score_gpt":0.4269558401665856,"score_spread":0.3063590290318002,"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."}}