{"id":"W4410325005","doi":"10.3233/shti250237","title":"Hybrid Usability Analysis to Improve an Educational Telemedicine Simulation: Task Analysis and Survey Results","year":2025,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Usability; Computer science; Task (project management); Context (archaeology); Curriculum; System usability scale; Telemedicine; Telehealth; Medical education; Multimedia; Human–computer interaction; Health care; Usability engineering; Medicine; Psychology; Engineering; Pedagogy","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":[0.03065057,0.0009955785,0.0009545507,0.00275842,0.0008450291,0.001288849,0.0006082397,0.0007623876,0.001091564],"category_scores_gemma":[0.08114957,0.0004415731,0.00107098,0.001544289,0.0005499555,0.001665627,0.001820797,0.0006575499,0.0004827404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001007492,"about_ca_system_score_gemma":0.00136614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001757932,"about_ca_topic_score_gemma":0.002347604,"domain_scores_codex":[0.9709004,0.01931957,0.00409127,0.001280068,0.003237235,0.001171351],"domain_scores_gemma":[0.8575784,0.1061119,0.004379945,0.005141481,0.02544329,0.001345001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002091025,0.009273261,0.4433283,0.002499493,0.0004510807,0.0003907104,0.07957394,0.0055255,0.02160243,0.0005823415,0.003815739,0.4308662],"study_design_scores_gemma":[0.0005696086,0.02712272,0.8049507,0.0007943095,0.0006167151,0.0008938979,0.06587916,0.04646349,0.03658611,0.001226689,0.01428935,0.0006072138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811409,0.00009000216,0.01548606,0.0001057776,0.00001843433,0.001393362,0.0002201087,0.0001862393,0.001359199],"genre_scores_gemma":[0.9772555,0.00009171477,0.0191153,0.0001190471,0.00002226436,0.002339358,0.0003037612,0.0000617776,0.0006912956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03065057,"threshold_uncertainty_score":0.1620976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04923031019676676,"score_gpt":0.4573367859656023,"score_spread":0.4081064757688356,"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."}}