{"id":"W4387060785","doi":"10.1371/journal.pone.0291988","title":"Worsening of mental health outcomes in nursing home staff during the COVID-19 pandemic in Ireland","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Mental health; Pandemic; Medicine; Likert scale; Suicidal ideation; Nursing; Scale (ratio); Coping (psychology); Burnout; Health care; Family medicine; Cross-sectional study; Psychiatry; Psychology; Suicide prevention; Poison control; Clinical psychology; Coronavirus disease 2019 (COVID-19); Medical emergency; 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":[0.00143573,0.0002146862,0.00027985,0.0005706979,0.0005984565,0.000728243,0.0004203618,0.0004158918,0.001048909],"category_scores_gemma":[0.003278424,0.0001718854,0.0003543548,0.0005523755,0.0005816605,0.0005360643,0.001314821,0.0006581988,0.0002044936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002201777,"about_ca_system_score_gemma":0.001919613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04800891,"about_ca_topic_score_gemma":0.07135476,"domain_scores_codex":[0.9991218,0.0002341647,0.00009000413,0.0001000279,0.0001072938,0.0003466656],"domain_scores_gemma":[0.9978306,0.0001440635,0.0008850929,0.00007035781,0.0004550644,0.0006147457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001806573,0.00007537031,0.9906024,0.00007679165,0.00002330647,0.0001503671,0.00173612,0.00005778858,0.0002592752,0.00001240426,0.0008250961,0.006000464],"study_design_scores_gemma":[0.000005164697,0.0001400816,0.9941199,0.00004391223,0.000004227537,0.00006637692,0.005322497,0.00005317532,0.0000438103,0.00001099265,0.0001841591,0.000005774331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988756,0.0001042741,0.00003093979,0.0001746488,0.00001435784,0.00002631233,0.0003041482,0.000002551883,0.0004671277],"genre_scores_gemma":[0.9992359,0.0001119832,0.00006399281,0.0001155504,0.000009495151,0.00003317479,0.0002846595,0.000001062443,0.0001440837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04800891,"threshold_uncertainty_score":0.09545892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1427734425949491,"score_gpt":0.4316427576767327,"score_spread":0.2888693150817836,"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."}}