{"id":"W4283367783","doi":"10.1007/s11845-022-03056-0","title":"Dublin hospital workers’ mental health during the peak of Ireland’s COVID-19 pandemic","year":2022,"lang":"en","type":"article","venue":"Irish Journal of Medical Science (1971 -)","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Irish Research eLibrary","keywords":"Medicine; Mental health; Mood; Psychiatry; Suicidal ideation; Pandemic; Stressor; Coping (psychology); Cross-sectional study; Health care; Coronavirus disease 2019 (COVID-19); Suicide prevention; Poison control; Emergency medicine; Disease; Internal medicine; Infectious disease (medical specialty)","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":[0.001281132,0.0002592294,0.0002805069,0.0005153524,0.0007007635,0.001091731,0.0005420279,0.0005607907,0.001968553],"category_scores_gemma":[0.002547937,0.0003086148,0.0004489194,0.000474007,0.0006307945,0.0005787547,0.002063739,0.0008609688,0.0003310993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002466321,"about_ca_system_score_gemma":0.001859099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07749797,"about_ca_topic_score_gemma":0.1203663,"domain_scores_codex":[0.9987237,0.0003055455,0.0001015896,0.0001414402,0.0001409471,0.0005867308],"domain_scores_gemma":[0.9978769,0.0001802598,0.0008881167,0.00008338685,0.0003059808,0.0006653733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002049868,0.00004500761,0.9856853,0.0001119555,0.00003497356,0.0002941079,0.003453357,0.0001070508,0.0003952725,0.00003908212,0.003103012,0.006525801],"study_design_scores_gemma":[0.000004930469,0.00008209349,0.99037,0.00007242611,0.000004573466,0.00008944498,0.008710875,0.00004075535,0.00003443712,0.00001280433,0.0005700902,0.000007577871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967565,0.0002556745,0.0000412193,0.0006805464,0.0000449898,0.00003415564,0.0009010647,0.000004254966,0.001281655],"genre_scores_gemma":[0.9987144,0.0001877899,0.00005362296,0.0002473666,0.00002509931,0.00002665297,0.0004615478,0.000001970314,0.0002816126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07749797,"threshold_uncertainty_score":0.1540937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1157209160397277,"score_gpt":0.4708915376131433,"score_spread":0.3551706215734156,"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."}}