{"id":"W4404527207","doi":"10.3390/brainsci14111155","title":"Longitudinal Insights into the Mental Health of Healthcare Workers: Emotional Shifts During Two Years of the COVID-19 Crisis","year":2024,"lang":"en","type":"article","venue":"Brain Sciences","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Uniwersytet Medyczny im. Karola Marcinkowskiego w Poznaniu","keywords":"Coronavirus disease 2019 (COVID-19); Mental health; 2019-20 coronavirus outbreak; Psychology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Health care; Longitudinal study; Psychiatry; Medicine; Political science; Virology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001363922,0.0002570008,0.0003366485,0.0009342752,0.001335921,0.001079274,0.0003276264,0.000713594,0.001263628],"category_scores_gemma":[0.003252116,0.0002272825,0.0003773292,0.0006219042,0.0004869537,0.0008234657,0.002189704,0.001277999,0.0003211168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007351009,"about_ca_system_score_gemma":0.0009650016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007541967,"about_ca_topic_score_gemma":0.01506225,"domain_scores_codex":[0.9994634,0.0001601723,0.00003693259,0.00005095624,0.00009421126,0.0001942696],"domain_scores_gemma":[0.9985729,0.0001561245,0.0005060216,0.00006478927,0.0002371928,0.0004628825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002702989,0.0003730287,0.9827855,0.00004433091,0.00003750236,0.0005130215,0.008482484,0.00005306408,0.0009149932,0.00004920846,0.0004022516,0.006074296],"study_design_scores_gemma":[0.000002490437,0.000278181,0.9898165,0.0000213154,0.000007928055,0.0001616941,0.009175094,0.00004063407,0.00008866144,0.00002405059,0.0003747724,0.000008619095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991493,0.0001534108,0.00005124334,0.0001531943,0.00001077908,0.0000161175,0.0001301867,0.000001607977,0.0003342678],"genre_scores_gemma":[0.9991565,0.0001540563,0.0000585637,0.00006276673,0.00001345791,0.00003565042,0.0002472254,9.294846e-7,0.0002709815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007541967,"threshold_uncertainty_score":0.01499611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09920727439462848,"score_gpt":0.4566391435836623,"score_spread":0.3574318691890338,"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."}}