{"id":"W7164302016","doi":"10.2196/77034","title":"Synchronous Remote Teaching for Neurological Examination Training in Fifth-Year Medical Students: A Quasi-Experimental Study (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Training (meteorology); Physical examination; MEDLINE; Telemedicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005433946,0.0001554527,0.0003808618,0.0003306776,0.0001894693,0.00002435063,0.0003641827,0.0004101219,0.0007242975],"category_scores_gemma":[0.007574745,0.0001348568,0.00006363314,0.0002730598,0.0001355823,0.0000716641,0.0001626343,0.001246405,0.00002135047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002678434,"about_ca_system_score_gemma":0.003153272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001048498,"about_ca_topic_score_gemma":0.00002286037,"domain_scores_codex":[0.9963332,0.0007778167,0.00058379,0.0005439621,0.001344838,0.0004164369],"domain_scores_gemma":[0.9985286,0.0006113796,0.00006878861,0.0002648772,0.00009105662,0.0004353197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00160925,0.05130997,0.2536649,0.0005259761,0.00006655108,0.0001596652,0.0329757,4.508853e-7,0.00003745396,0.001455811,0.0007897507,0.6574045],"study_design_scores_gemma":[0.00796743,0.01228453,0.9354688,0.0009616644,0.0000324537,0.0001688234,0.03237149,0.008162488,0.00002073071,0.0004925437,0.001874992,0.0001940432],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849735,0.0001175336,0.0004445401,0.009565712,0.0006254746,0.003143711,5.710164e-7,0.00005700511,0.001071915],"genre_scores_gemma":[0.9958861,0.000009730881,0.0003146677,0.002226443,0.000342454,0.0007802848,0.0000342362,0.00001456505,0.0003914701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6818039,"threshold_uncertainty_score":0.9068225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06939709067115286,"score_gpt":0.5494161433004958,"score_spread":0.480019052629343,"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."}}