{"id":"W4283321081","doi":"10.2147/opth.s353660","title":"Urgent Virtual Eye Assessments During the COVID-19 Pandemic","year":2022,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Retinal and Optic Conditions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Triage; Medical emergency; Phone; Telemedicine; Pandemic; Emergency medicine; Visual acuity; Coronavirus disease 2019 (COVID-19); Ophthalmology; Health care; 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":[0.002766247,0.0002724389,0.0002298641,0.0005238643,0.0007293747,0.001052231,0.0006586952,0.0005950357,0.001266152],"category_scores_gemma":[0.01556818,0.0002018873,0.0002269494,0.0002963213,0.0005988257,0.0007445772,0.001450795,0.0006783178,0.0001653517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00170491,"about_ca_system_score_gemma":0.002170744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01663171,"about_ca_topic_score_gemma":0.01441472,"domain_scores_codex":[0.9963024,0.00170716,0.0003579443,0.000365899,0.0007346331,0.0005319623],"domain_scores_gemma":[0.9903003,0.002142606,0.004628186,0.0004375972,0.0009257761,0.001565575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005200934,0.0002634086,0.9705896,0.000159583,0.00004112487,0.0005217798,0.001419379,0.0005523734,0.001025467,0.00009276377,0.001453743,0.02336087],"study_design_scores_gemma":[0.00004381336,0.001939632,0.9879447,0.0001957272,0.00002491786,0.001029759,0.004655391,0.001623866,0.0005805697,0.00007236067,0.001860954,0.00002830921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970757,0.0002671959,0.0004308274,0.0004082249,0.00004224392,0.0001312167,0.0002815651,0.00003907461,0.001324029],"genre_scores_gemma":[0.9991286,0.00008278351,0.0002956268,0.000238911,0.0000273417,0.00004195036,0.000111768,0.000002428497,0.00007045707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01663171,"threshold_uncertainty_score":0.03306979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1758831898439677,"score_gpt":0.4928759910845523,"score_spread":0.3169928012405845,"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."}}