{"id":"W2794232514","doi":"10.2196/mededu.9237","title":"Mobile Technology in E-Learning for Undergraduate Medical Education on Emergent Otorhinolaryngology–Head and Neck Surgery Disorders: Pilot Randomized Controlled Trial","year":2018,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and Technology, Taiwan; Chang Gung Medical Foundation","keywords":"Otorhinolaryngology; Competence (human resources); Medicine; Randomized controlled trial; Head and neck surgery; Medical education; Psychology; Physical therapy; Surgery","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":[0.00550242,0.001911471,0.006464616,0.0009753011,0.0008965211,0.001286139,0.001684026,0.003291584,0.01397123],"category_scores_gemma":[0.005818671,0.001070797,0.002935661,0.001014908,0.001911565,0.00147455,0.0009223432,0.002836912,0.001169042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001309148,"about_ca_system_score_gemma":0.002815576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00151058,"about_ca_topic_score_gemma":0.002421189,"domain_scores_codex":[0.9965084,0.001963493,0.0003680128,0.0004512027,0.0002687782,0.0004400651],"domain_scores_gemma":[0.9961904,0.001547768,0.0007428061,0.0002738221,0.0004336025,0.0008115569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9657521,0.02149612,0.0003933922,0.001787852,0.0007273264,0.00003591276,0.00007539367,0.000105058,0.0007889883,0.00008395449,0.0003079885,0.008445865],"study_design_scores_gemma":[0.882733,0.1151419,0.0008391686,0.00007351373,0.0004457966,0.000008421549,0.00003743619,0.0001572521,0.0001727809,0.00005057847,0.0003293385,0.00001093319],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8826999,0.008121465,0.001764325,0.0007828062,0.001932956,0.1010185,0.001340817,0.0001972898,0.002141941],"genre_scores_gemma":[0.8210089,0.004878574,0.007415809,0.001225795,0.001450972,0.1591376,0.000561789,0.00002853655,0.004292105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01397123,"threshold_uncertainty_score":0.04673845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01776092146149206,"score_gpt":0.3586713865534136,"score_spread":0.3409104650919216,"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."}}