{"id":"W4225114779","doi":"10.1149/10701.16191ecst","title":"Virtual Patient Simulation- an Effective Key Tool for Medical Students Enhancing Diagnostic Skills.","year":2022,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Virtual patient; Virtual reality; Computer science; Instructional simulation; Key (lock); Human–computer interaction; Medical education; Multimedia; Simulation; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002123859,0.0005207426,0.0003878002,0.001229729,0.0008663975,0.002272801,0.0008791655,0.001217323,0.02540904],"category_scores_gemma":[0.007059492,0.0003049358,0.0006419335,0.0006343739,0.0007011219,0.001676612,0.004106004,0.001950369,0.008634213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005861106,"about_ca_system_score_gemma":0.00229104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006146521,"about_ca_topic_score_gemma":0.001750469,"domain_scores_codex":[0.9980939,0.0008531927,0.00009609968,0.0001173525,0.0007362532,0.0001031104],"domain_scores_gemma":[0.9971597,0.0009793595,0.00025723,0.0002139801,0.000438936,0.0009506994],"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":[0.0001102032,0.0005841806,0.007793711,0.0008703211,0.00004752451,0.0003976521,0.001823431,0.001150006,0.002635232,0.009544671,0.2439403,0.7311028],"study_design_scores_gemma":[0.00009003986,0.0005249683,0.01251773,0.001558732,0.00004955289,0.003948517,0.001915615,0.001519205,0.00266502,0.01352511,0.9615961,0.00008942619],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07594105,0.07571515,0.1298365,0.1114246,0.01010154,0.002165878,0.003049893,0.009174686,0.5825908],"genre_scores_gemma":[0.4810169,0.07948937,0.2292266,0.02942291,0.003474226,0.001760399,0.003040628,0.001157023,0.1714119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02540904,"threshold_uncertainty_score":0.08500171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01011032665668985,"score_gpt":0.3532363024016594,"score_spread":0.3431259757449696,"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."}}