{"id":"W4410382797","doi":"10.1016/j.jcjo.2025.04.014","title":"Student-reported gaps in undergraduate ophthalmology medical education in Northern Ontario","year":2025,"lang":"en","type":"letter","venue":"Canadian Journal of Ophthalmology","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thunder Bay Regional Health Sciences Centre; NOSM University","funders":"Northern Ontario Academic Medicine Association; Roche; Bayer","keywords":"Optometry; Ophthalmology; Medical education; Undergraduate education; Medicine; Geography; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001623608,0.0001078612,0.0003707173,0.0006157235,0.006430253,0.002245566,0.001346927,0.002388242,0.00947455],"category_scores_gemma":[0.01089404,0.0003507005,0.0002708743,0.001505326,0.00147036,0.0007343531,0.002050809,0.002541181,0.0007490134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03454841,"about_ca_system_score_gemma":0.08217569,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.938908,"about_ca_topic_score_gemma":0.9815926,"domain_scores_codex":[0.9960318,0.0003187581,0.0003188702,0.0001704839,0.001056533,0.002103519],"domain_scores_gemma":[0.9642392,0.002745495,0.004856692,0.0003999199,0.007866588,0.01989212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00025005,0.0003185928,0.7891771,0.000247455,0.00004105014,0.003514401,0.03118363,0.0001813272,0.0006000172,0.001871093,0.1413953,0.03122013],"study_design_scores_gemma":[0.00004614458,0.0001108552,0.8531346,0.0004269021,0.00002467928,0.0009377443,0.09986121,0.000400105,0.0001950904,0.0004907385,0.04432582,0.00004615554],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7452146,0.001125388,0.0001117004,0.2070782,0.0007533847,0.00007434066,0.001296489,0.00006426031,0.04428149],"genre_scores_gemma":[0.9683673,0.0005332083,0.0001324086,0.01760425,0.0002044839,0.00003370115,0.0002185567,0.00002279186,0.01288342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06109196,"threshold_uncertainty_score":0.2506674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07193819712260893,"score_gpt":0.4492102366320379,"score_spread":0.377272039509429,"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."}}