{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0010943,0.0004056128,0.0004762775,0.0002494923,0.002772837,0.00005779161,0.0007317255,0.0001808403,0.0008497682],"category_scores_gemma":[0.0000936567,0.000356998,0.0002122309,0.0008487595,0.0001422469,0.00006041227,0.0004113369,0.001660063,0.00008135841],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006161042,"about_ca_system_score_gemma":0.004305631,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1458659,"about_ca_topic_score_gemma":0.04436039,"domain_scores_codex":[0.9941469,0.001828321,0.0006055047,0.001026556,0.0008340092,0.00155874],"domain_scores_gemma":[0.9965983,0.0003488897,0.0003548869,0.001252154,0.0000759834,0.001369783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001591521,0.0003003139,0.8884037,0.00260833,0.0001067974,0.0006885499,0.05345939,0.0001147553,0.00004251434,0.005540563,0.01438196,0.03276164],"study_design_scores_gemma":[0.003189075,0.001522101,0.07892718,0.0001190987,0.00004055148,0.002038759,0.149641,0.00001290134,0.00001023408,0.001680486,0.7621074,0.0007112764],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5066044,0.01117018,0.00001999103,0.4776078,0.001953242,0.001617346,0.0007039275,0.0002556226,0.00006751063],"genre_scores_gemma":[0.9361584,0.0006149213,0.00001444721,0.05570974,0.0005016457,0.001403447,0.0002388442,0.00008394101,0.005274675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8094765,"threshold_uncertainty_score":0.9998882,"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."}}