{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004558718,0.0001044867,0.0002005186,0.0001525883,0.0006439872,0.00001315341,0.0001900419,0.00002469925,0.00005968405],"category_scores_gemma":[0.0001640822,0.00005955752,0.00003222376,0.0006966317,0.00008267719,0.00001695751,0.00006479295,0.0001349112,0.00003356905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004484419,"about_ca_system_score_gemma":0.00083514,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5416756,"about_ca_topic_score_gemma":0.5411427,"domain_scores_codex":[0.9976879,0.001157772,0.0003320292,0.0002619443,0.000184141,0.0003762207],"domain_scores_gemma":[0.9984448,0.0006916231,0.0001398919,0.0003932792,0.00001954073,0.0003108416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002496274,0.0001302074,0.9318116,0.0008355727,0.00002863323,0.00004668423,0.003625411,0.000005996442,0.00001891336,0.00001648806,0.01526012,0.04797077],"study_design_scores_gemma":[0.00076149,0.0006033346,0.9516324,0.0001099434,0.000004017925,0.00002112496,0.0005925224,0.0000129775,0.000001003569,0.00001752985,0.04617903,0.00006466079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791921,0.007004596,0.000001992608,0.01158474,0.0002974661,0.00157705,0.0002240245,0.00003552993,0.00008243156],"genre_scores_gemma":[0.9886027,0.006423638,0.000002038328,0.004330682,0.00001083686,0.00005010909,0.0000420486,0.00001215438,0.0005257783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04790611,"threshold_uncertainty_score":0.4953094,"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."}}