{"id":"W7033553388","doi":"","title":"Risk factors for mental health symptoms during the COVID-19 pandemic in ophthalmic personnel and students in USA (& Canada): a cross-sectional survey study.","year":2024,"lang":"en","type":"other","venue":"","topic":"Employee Performance and Management","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pandemic; Mental health; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Public health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002540062,0.0001871926,0.0001677149,0.0006606505,0.0009502812,0.0006183832,0.0005499292,0.0006414335,0.001791707],"category_scores_gemma":[0.001174082,0.0003750279,0.0003464109,0.001391623,0.0002867584,0.0003936581,0.0006196169,0.001052869,0.0003702156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001874426,"about_ca_system_score_gemma":0.003633315,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7578017,"about_ca_topic_score_gemma":0.8281265,"domain_scores_codex":[0.9996822,0.00003258071,0.00002780977,0.00003228446,0.00007607617,0.0001491993],"domain_scores_gemma":[0.9991616,0.00004217707,0.0003048513,0.00002409569,0.000174165,0.0002931698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001565597,0.00006985318,0.9986656,0.000007705574,0.00001208813,0.00002184857,0.0001888642,0.000009645591,0.00004088275,0.000007711353,0.0004417089,0.0005186102],"study_design_scores_gemma":[0.000001334477,0.00001783082,0.9990684,0.00000858408,0.000004017059,0.00001575616,0.0007392837,0.00002238844,0.000006269195,0.00000270853,0.000111412,0.000002025324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945933,0.0001665349,0.00002925981,0.0001911053,0.00001099495,0.00005232712,0.003779935,0.000004647256,0.001171726],"genre_scores_gemma":[0.997183,0.0002647148,0.00006185522,0.0001644227,0.000009822375,0.00003772036,0.001643453,0.000002453325,0.0006325674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2421983,"threshold_uncertainty_score":0.4872493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0630092370656438,"score_gpt":0.4053865428414024,"score_spread":0.3423773057757586,"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."}}