{"id":"W2510473858","doi":"10.1016/j.jcjo.2016.04.024","title":"Evaluation of Canadian undergraduate ophthalmology medical education at Western University","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Curriculum; Ophthalmology; Test (biology); Medicine; Medical education; Undergraduate education; Psychology; Optometry; Family medicine; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00682422,0.0003962325,0.0005710614,0.003473692,0.005988374,0.003624703,0.001757885,0.0009214858,0.00729189],"category_scores_gemma":[0.03813593,0.0003242037,0.0005459561,0.003325823,0.001084373,0.0008439907,0.003064426,0.001179052,0.0007607554],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06253949,"about_ca_system_score_gemma":0.1176826,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7942548,"about_ca_topic_score_gemma":0.9053447,"domain_scores_codex":[0.9889761,0.001355521,0.0005641691,0.0004642063,0.006188352,0.002451682],"domain_scores_gemma":[0.9099887,0.003230504,0.003869691,0.0006353792,0.05201772,0.0302581],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001281592,0.003077336,0.7921859,0.0006309676,0.0001340427,0.000494569,0.02246919,0.0004782451,0.001142682,0.00116743,0.03463017,0.1423078],"study_design_scores_gemma":[0.00006754297,0.0009036771,0.959487,0.0002425094,0.0000509811,0.0001200236,0.0202031,0.0004114725,0.000509066,0.00006468456,0.01788336,0.00005646205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714319,0.0004632837,0.0001100873,0.003708672,0.0002282683,0.0004591516,0.0009685821,0.00004929892,0.02258069],"genre_scores_gemma":[0.9917492,0.0004166592,0.0005114501,0.0007037428,0.00005063677,0.0001032466,0.0007140065,0.00001653096,0.005734637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9931758,"threshold_uncertainty_score":0.4537579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1784020315374002,"score_gpt":0.4577825256543525,"score_spread":0.2793804941169523,"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."}}