{"id":"W4389049709","doi":"10.3390/healthcare11233044","title":"Anxiety and Coping Strategies among Italian-Speaking Physicians: A Comparative Analysis of the Contractually Obligated and Voluntary Care of COVID-19 Patients","year":2023,"lang":"en","type":"article","venue":"Healthcare","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Anxiety; Dysfunctional family; Coping (psychology); Psychological intervention; Mental health; Psychology; Health care; Clinical psychology; Coronavirus disease 2019 (COVID-19); Multivariate analysis; Medicine; Psychiatry; Disease; Infectious disease (medical specialty); Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001863987,0.0001624148,0.0005310779,0.000231267,0.000223246,0.00001558071,0.0001215707,0.0001032012,0.00002306813],"category_scores_gemma":[0.00002958997,0.0001348805,0.00009784695,0.001232653,0.0002706572,0.0001112991,0.00008297849,0.0001784113,0.000001208478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001788889,"about_ca_system_score_gemma":0.0003473528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02883596,"about_ca_topic_score_gemma":0.02629819,"domain_scores_codex":[0.9983379,0.0003105703,0.0004528507,0.0003539041,0.0002337744,0.0003110261],"domain_scores_gemma":[0.998711,0.0002871852,0.0003723025,0.000285347,0.0001875651,0.0001566299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001027025,0.00004312238,0.8765239,0.001006621,0.0002603928,0.000002245545,0.1172619,0.00006551405,0.00003162506,0.0007873034,0.0002468835,0.003667785],"study_design_scores_gemma":[0.0006988191,0.0001458199,0.8830122,0.0001449763,0.0001316731,4.960379e-7,0.1148836,0.0002227418,0.00003011304,0.00007188541,0.0005558109,0.0001018469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955693,0.001825886,0.00001509764,0.000788546,0.0001822377,0.0007037994,0.0006013808,0.00004456852,0.0002691529],"genre_scores_gemma":[0.9982681,0.0001986854,0.000009223019,0.001239542,0.00001841012,0.00002988221,0.0002058892,0.00001042231,0.00001980066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006488338,"threshold_uncertainty_score":0.9914693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07113338210915,"score_gpt":0.4193494200221483,"score_spread":0.3482160379129983,"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."}}