{"id":"W4327740839","doi":"10.3390/vision7010023","title":"The Mental Health State of Canadian Ophthalmologists during the COVID-19 Pandemic: A Survey-Based Study and Review","year":2023,"lang":"en","type":"article","venue":"Vision","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré universitaire de santé et de services sociaux de l'Est-de-l'Île-de-Montréal; Ottawa Hospital; Hôpital Maisonneuve-Rosemont; Université Laval; Université de Montréal; University of Ottawa","funders":"","keywords":"Anxiety; Medicine; Pandemic; Mental health; Depression (economics); Patient Health Questionnaire; Psychiatry; Insomnia; Distress; Coronavirus disease 2019 (COVID-19); Acute Stress Disorder; Clinical psychology; Disease; Depressive symptoms; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003352905,0.0006165004,0.001680781,0.01080894,0.001568967,0.002298162,0.001513008,0.001050175,0.001744712],"category_scores_gemma":[0.01038358,0.0005985772,0.001435275,0.01802197,0.001139674,0.0008564171,0.0008281925,0.0008429628,0.0001492634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01657156,"about_ca_system_score_gemma":0.0397328,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8636253,"about_ca_topic_score_gemma":0.9150825,"domain_scores_codex":[0.9970362,0.0003608201,0.0005669069,0.0003626246,0.001347875,0.0003255609],"domain_scores_gemma":[0.9878685,0.003839389,0.002034127,0.0002117766,0.005302921,0.0007432791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004429563,0.0002032732,0.2938167,0.2099731,0.004128253,0.000767028,0.005013336,0.0002687353,0.0002979081,0.001025006,0.0486955,0.4353682],"study_design_scores_gemma":[0.00007378359,0.0001775032,0.8252646,0.1007099,0.004808187,0.001470624,0.005094344,0.0002375584,0.0001195465,0.0001082864,0.06176498,0.0001706755],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0178147,0.9747824,0.00009989506,0.001124255,0.0001792849,0.0001608644,0.004253287,0.000008588449,0.001576721],"genre_scores_gemma":[0.09038735,0.9060917,0.0002182079,0.0006439994,0.0002074046,0.0001342428,0.002139768,0.000004282872,0.0001730132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1363747,"threshold_uncertainty_score":0.2743555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2029615709667839,"score_gpt":0.5048445821613312,"score_spread":0.3018830111945473,"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."}}