{"id":"W1979768588","doi":"10.3138/jvme.1014.100r","title":"Validation of a Model for Teaching Canine Fundoscopy","year":2015,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Centre for the Replacement Refinement and Reduction of Animals in Research","keywords":"Pupil; Medicine; Ophthalmology; Optometry; Dioptre; Medical education; Psychology; Visual acuity","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004895382,0.0005867715,0.0003537635,0.0009726352,0.0004812002,0.0007476762,0.00163326,0.0008632944,0.002084006],"category_scores_gemma":[0.009241147,0.0003994919,0.00078086,0.000283031,0.0007151132,0.0005952113,0.001059841,0.0008031089,0.0004888745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001193297,"about_ca_system_score_gemma":0.00286143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002618366,"about_ca_topic_score_gemma":0.00570496,"domain_scores_codex":[0.997345,0.001003909,0.000188331,0.0002152415,0.00105843,0.0001891506],"domain_scores_gemma":[0.993955,0.00254486,0.0005493009,0.0008674497,0.00124612,0.0008372753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005791295,0.0689903,0.06822032,0.00181214,0.0002040571,0.002078403,0.006578375,0.05607272,0.4602529,0.004308339,0.007633745,0.3180574],"study_design_scores_gemma":[0.003394357,0.2446396,0.1250313,0.00133987,0.0006642884,0.006430817,0.004427802,0.1664925,0.3488622,0.002014803,0.09616993,0.0005324923],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9476473,0.0001724694,0.04579702,0.0004360998,0.0001593042,0.003058475,0.0003421163,0.0002790354,0.002108267],"genre_scores_gemma":[0.812017,0.0007057626,0.1799758,0.0002162972,0.00004813748,0.002959583,0.0009072631,0.00008505927,0.003085088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004895382,"threshold_uncertainty_score":0.02588952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2096379036110522,"score_gpt":0.464625787269304,"score_spread":0.2549878836582519,"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."}}