{"id":"W4416321851","doi":"10.36834/cmej.81433","title":"Six ways to get a grip on computer vision syndrome in medical school examinations","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Harm; Medical school; Fixation (population genetics); Eye tracking; Low vision","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008838976,0.0001287796,0.0001779959,0.00109418,0.0001605606,0.00006887009,0.0004399876,0.0002939739,0.05206148],"category_scores_gemma":[0.004581355,0.0001249816,0.00007013984,0.0004966845,0.00007011377,0.00006435451,0.00002541172,0.0009455143,0.000711066],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005533624,"about_ca_system_score_gemma":0.02088432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009404344,"about_ca_topic_score_gemma":0.07358936,"domain_scores_codex":[0.9983122,0.0001257063,0.0004375094,0.0002722526,0.0004353389,0.0004170387],"domain_scores_gemma":[0.9921927,0.0001176892,0.00004948879,0.0002204085,0.0001023671,0.007317367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001462003,0.000383997,0.001433273,0.00001165999,0.00003546968,0.0002128619,0.0004511215,0.00001387001,7.710826e-7,0.07011894,0.6134434,0.31388],"study_design_scores_gemma":[0.001024331,0.0002668337,0.5586191,0.0006304324,0.00001067895,0.0004714442,0.0006191715,0.000365022,2.070045e-7,0.002367649,0.4354112,0.0002139628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5964268,0.0003765011,0.002534944,0.293827,0.01319418,0.0004744283,0.00001084014,0.00002548637,0.09312979],"genre_scores_gemma":[0.8784492,0.00003863065,0.0002897019,0.1194789,0.0004426027,0.00005358127,0.00002035848,0.00001530674,0.001211708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5571858,"threshold_uncertainty_score":0.9971921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008396183432434621,"score_gpt":0.3218406877645903,"score_spread":0.3134445043321556,"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."}}