{"id":"W3166143218","doi":"10.1055/s-0040-1722740","title":"Effect of COVID-19 on Canadian Medical Student Attitudes toward Ophthalmology Residency Application","year":2021,"lang":"en","type":"article","venue":"Journal of Academic Ophthalmology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Kensington Health; University of British Columbia","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Medical education; Feeling; Matching (statistics); Family medicine; Medicine; Ophthalmology; Medical school; 2019-20 coronavirus outbreak; Psychology; Disease; Infectious disease (medical specialty)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007822292,0.0001350473,0.0005510791,0.0003045827,0.0002150638,0.00001139722,0.001184551,0.0007971333,0.003354966],"category_scores_gemma":[0.008190666,0.0001190334,0.0001548125,0.0003797621,0.0006641998,0.0001077842,0.0001160745,0.001259585,0.00003575128],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005231482,"about_ca_system_score_gemma":0.006047786,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01206601,"about_ca_topic_score_gemma":0.0008467161,"domain_scores_codex":[0.9954705,0.001661054,0.0006009481,0.0002317468,0.001628416,0.000407365],"domain_scores_gemma":[0.9962965,0.001466617,0.0004372703,0.0001734102,0.0003489609,0.001277235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006804984,0.0002754931,0.9064382,0.0003447024,0.00039841,0.03155779,0.01441153,0.0001263033,0.0006741377,0.02335727,0.01566231,0.0060733],"study_design_scores_gemma":[0.01773282,0.02870431,0.4787509,0.001806089,0.001754197,0.1789532,0.0898503,0.000030448,0.006201952,0.02718196,0.1669306,0.002103168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506504,0.001387923,0.00002630512,0.03049222,0.001163111,0.0001701396,0.000006791588,0.000006929947,0.01609619],"genre_scores_gemma":[0.9970031,0.0005924436,0.00004380187,0.001311889,0.0006102948,0.000004108569,0.000003718044,0.000007702368,0.0004229584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4276873,"threshold_uncertainty_score":0.999587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04763936470803033,"score_gpt":0.438245099973222,"score_spread":0.3906057352651917,"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."}}