{"id":"W2792173451","doi":"10.21037/aes.2018.ab038","title":"AB038. Assessing a novel approach to teaching ophthalmoscopy to medical student","year":2018,"lang":"en","type":"article","venue":"Annals of Eye Science","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Ophthalmoscopy; Optometry; Ophthalmology; Computer science; Medicine; Medical education","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":[0.007226698,0.0001205359,0.000304742,0.0004165494,0.0004521058,0.00004680788,0.0007093617,0.00009724953,0.000144963],"category_scores_gemma":[0.004276054,0.000094771,0.00004463331,0.00112487,0.0008657099,0.0002285553,0.0004280357,0.0004107178,0.0001127298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003869431,"about_ca_system_score_gemma":0.001338351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001390715,"about_ca_topic_score_gemma":8.863837e-7,"domain_scores_codex":[0.9964288,0.00007731582,0.000348875,0.0005455645,0.001837273,0.0007621234],"domain_scores_gemma":[0.9972702,0.0001321016,0.0000607472,0.0004342458,0.0005910676,0.001511661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001713889,0.01593153,0.419688,0.001318675,0.0001351417,0.0003445305,0.02460329,0.0000266367,0.3978273,0.01997307,0.01008169,0.1083562],"study_design_scores_gemma":[0.0008040844,0.006816135,0.9504317,0.0009303172,0.00001196634,0.0003814927,0.001451239,0.002270677,0.03435941,0.0000888499,0.002158323,0.0002958006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9508673,0.00003735854,0.002580509,0.00719289,0.0002314618,0.000426075,0.000001822823,0.00001975506,0.03864283],"genre_scores_gemma":[0.9793898,0.000003116671,0.01497195,0.004855639,0.0002698832,0.00001899819,8.125625e-7,0.000009895948,0.0004798747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5307437,"threshold_uncertainty_score":0.5119145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3945787411822705,"score_gpt":0.6611332958077548,"score_spread":0.2665545546254843,"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."}}