{"id":"W962617938","doi":"","title":"Development and Validation of an Innovative Educational Model in Ophthalmology Education","year":2009,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Ophthalmology; Optometry; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00164818,0.0002100487,0.0003983359,0.0009103485,0.0002432,0.00001447162,0.0002412293,0.000209759,0.00007611746],"category_scores_gemma":[0.0009191773,0.0001990802,0.00001859334,0.002095249,0.002707896,0.0005458249,0.00008834481,0.0004167598,0.00001048242],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002650959,"about_ca_system_score_gemma":0.007382655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005817591,"about_ca_topic_score_gemma":7.910388e-7,"domain_scores_codex":[0.9975219,0.0002156798,0.0006041061,0.0006906008,0.0004472361,0.0005204106],"domain_scores_gemma":[0.9981589,0.0001511839,0.0002282409,0.0002197712,0.0008503777,0.0003915096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004750525,0.00347005,0.3324688,0.0001340022,0.00001641659,0.0001203075,0.007435379,0.00007199358,0.6406672,0.008338348,0.000008488125,0.006793927],"study_design_scores_gemma":[0.0004521648,0.001772756,0.7398978,0.00009710683,0.000005237287,0.001897345,0.0003995761,0.001666429,0.2372025,0.01645487,0.000002725534,0.0001515005],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938943,0.0000713514,0.00000201419,0.001308222,0.000103689,0.0005751279,0.000002452901,0.00001089237,0.004031955],"genre_scores_gemma":[0.9807122,0.000002033027,0.01856297,0.0003086089,0.00004188336,0.00006511267,0.00004517965,0.000009125891,0.0002529189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.407429,"threshold_uncertainty_score":0.9982446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1523602941354377,"score_gpt":0.5030202715522846,"score_spread":0.3506599774168468,"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."}}