{"id":"W7148732533","doi":"10.52768/2766-7820/3761","title":"Global health education in Canadian ophthalmology residency: Perspectives from program directors and residents","year":2025,"lang":"","type":"article","venue":"Journal of Clinical Images and Medical Case Reports","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Global health; MEDLINE; Public health; Curriculum; Health education","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01132645,0.0003166384,0.002037722,0.0004323522,0.0001963708,0.00007269741,0.00007871172,0.000747628,0.0002880498],"category_scores_gemma":[0.03590137,0.0002595531,0.0002909143,0.0005261845,0.0007844521,0.0001909037,0.0001015782,0.001503208,0.000001020374],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007824611,"about_ca_system_score_gemma":0.08096015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5831133,"about_ca_topic_score_gemma":0.1732596,"domain_scores_codex":[0.9910957,0.001195512,0.005163276,0.0006991882,0.0008396363,0.001006738],"domain_scores_gemma":[0.9890713,0.00162905,0.001752452,0.0003379376,0.0006570158,0.006552257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000337355,0.0007059957,0.4949381,0.0002123677,0.0000932265,0.2236409,0.00009692521,6.110682e-8,6.978617e-8,0.00004591044,0.01122552,0.2687036],"study_design_scores_gemma":[0.001265551,0.001066998,0.794682,0.003781833,0.0001777402,0.1869532,0.001859694,0.00002097359,3.49708e-7,0.002432158,0.007629544,0.0001299131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8089641,0.1466737,0.000003870769,0.03679774,0.004778916,0.0005525571,0.0000203831,0.000006239877,0.002202573],"genre_scores_gemma":[0.9509839,0.0438957,0.0005864113,0.00295067,0.001191029,0.000006764187,0.000007311666,0.00001172403,0.0003664892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4098536,"threshold_uncertainty_score":0.9999857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02918115121910671,"score_gpt":0.5022089350354022,"score_spread":0.4730277838162955,"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."}}