{"id":"W3190788196","doi":"10.2196/27166","title":"The Psychological Experience of Frontline Perioperative Health Care Staff in Responding to COVID-19: Qualitative Study","year":2021,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preparedness; Pandemic; Thematic analysis; Mental health; Anxiety; Health care; Coping (psychology); Anger; Nursing; Qualitative research; Psychology; Medicine; Coronavirus disease 2019 (COVID-19); Psychiatry; Political science; Infectious disease (medical specialty); Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001976575,0.0004081077,0.000996639,0.000409726,0.0007304958,0.00003258475,0.0004357983,0.0001074418,0.002401049],"category_scores_gemma":[0.001554655,0.0002597779,0.00007937147,0.001975975,0.0007465336,0.0001010865,0.0001816846,0.0005688718,0.00003891838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001556539,"about_ca_system_score_gemma":0.001335792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003742392,"about_ca_topic_score_gemma":0.01503217,"domain_scores_codex":[0.9921467,0.004105485,0.0012384,0.001117257,0.0006518601,0.0007402431],"domain_scores_gemma":[0.9966329,0.001234871,0.0002432982,0.0007996983,0.0003831623,0.0007060949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001849717,0.001113322,0.002631095,0.00006152333,0.00004049236,0.0002133683,0.9788267,0.00001201736,0.00115329,0.007999311,0.001321138,0.004778035],"study_design_scores_gemma":[0.004544196,0.008779378,0.01463483,0.0001256586,0.000006816002,0.00001913125,0.9166126,0.000006665503,0.0001017542,0.00001473247,0.05492182,0.0002324205],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.963289,0.004611225,0.0005643793,0.0233586,0.0008112168,0.003406212,0.0000842962,0.00004881486,0.003826253],"genre_scores_gemma":[0.984999,0.0001036111,0.0002222426,0.007472648,0.0001995694,0.001711459,0.00004557291,0.00003175554,0.005214145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06221409,"threshold_uncertainty_score":0.9999855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1603479042085533,"score_gpt":0.5991207109449879,"score_spread":0.4387728067364346,"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."}}