{"id":"W4287009523","doi":"10.3390/healthcare10081370","title":"Analysis on Burnout, Job Conditions, Alexithymia, and Other Psychological Symptoms in a Sample of Italian Anesthesiologists and Intensivists, Assessed Just before the COVID-19 Pandemic: An AAROI-EMAC Study","year":2022,"lang":"en","type":"article","venue":"Healthcare","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Burnout; Coronavirus disease 2019 (COVID-19); Alexithymia; Sample (material); 2019-20 coronavirus outbreak; Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychology; Clinical psychology; Psychiatry; Virology; Internal medicine; Disease; Infectious disease (medical specialty)","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00350565,0.000348019,0.0009792406,0.0005134767,0.002160803,0.00001843615,0.0004010337,0.0003192138,0.0005234837],"category_scores_gemma":[0.0009166816,0.0002326107,0.0001064622,0.00108703,0.0003346059,0.00008257487,0.0003195912,0.001798933,0.000003851561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000406773,"about_ca_system_score_gemma":0.0004910398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03047638,"about_ca_topic_score_gemma":0.04389674,"domain_scores_codex":[0.9897615,0.006682731,0.001246897,0.0009281401,0.0005982121,0.0007825638],"domain_scores_gemma":[0.9956841,0.002073669,0.0005953411,0.0008262551,0.0002126368,0.0006079962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003392481,0.0005320798,0.977814,0.0004471876,0.00008942612,0.00004794045,0.0167202,0.00002367011,0.000004806034,0.001567227,0.0002531924,0.002161076],"study_design_scores_gemma":[0.001336318,0.002115032,0.9036306,0.0002624653,0.00007370304,0.0000262795,0.08915082,0.0001558588,1.166533e-7,0.001364634,0.001689005,0.0001952154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977317,0.001275919,0.00001588908,0.01736581,0.0002167802,0.002489971,0.001175782,0.00009563993,0.00004725562],"genre_scores_gemma":[0.9713211,0.0001514435,0.00004911594,0.02691954,0.0001064508,0.001086393,0.0002296287,0.00003633078,0.0001000125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07418339,"threshold_uncertainty_score":0.9991382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1754741973356125,"score_gpt":0.5042199661151302,"score_spread":0.3287457687795177,"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."}}