{"id":"W4404326301","doi":"10.1007/s44217-024-00342-0","title":"Assessing utility of a simple low-cost simulator model to improve direct ophthalmoscopy skills amongst medical students","year":2024,"lang":"en","type":"article","venue":"Discover Education","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; University of British Columbia","funders":"","keywords":"Simple (philosophy); Ophthalmoscopy; Simulation; Computer science; Human–computer interaction; Medical physics; Optometry; Medicine; Ophthalmology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002084324,0.0004435541,0.0003400763,0.0005618999,0.0002606806,0.0006238344,0.0006547936,0.0004322368,0.002650456],"category_scores_gemma":[0.007499904,0.0002013959,0.0006643488,0.0001939467,0.0001995612,0.0003370861,0.0007761854,0.0003708265,0.0003572946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005677633,"about_ca_system_score_gemma":0.001170043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001077493,"about_ca_topic_score_gemma":0.001823097,"domain_scores_codex":[0.9984453,0.0007579453,0.0001295445,0.0000799657,0.0004672962,0.0001200332],"domain_scores_gemma":[0.9957449,0.001387539,0.0009842715,0.0002194677,0.0007418651,0.0009219761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004139505,0.02959345,0.7140103,0.00104033,0.0003591048,0.000490041,0.001698801,0.009143101,0.03060168,0.0002493465,0.001579323,0.2070949],"study_design_scores_gemma":[0.0006999592,0.1542591,0.7964904,0.0003112509,0.0004185104,0.0006730008,0.002602244,0.02472234,0.01492315,0.0002104878,0.004574051,0.0001153651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987547,0.00004383764,0.0006020263,0.00004753488,0.000006637261,0.0001229621,0.00003561984,0.0000178198,0.0003687585],"genre_scores_gemma":[0.9956869,0.00007816576,0.003642283,0.00002770127,0.000007045218,0.0001314121,0.00007533663,0.000002195671,0.0003488838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002650456,"threshold_uncertainty_score":0.0110231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0756400263108535,"score_gpt":0.5647769732052804,"score_spread":0.4891369468944269,"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."}}