{"id":"W2420414702","doi":"10.2196/mededu.5350","title":"A Critical Review of Mechanical Ventilation Virtual Simulators: Is It Time to Use Them?","year":2016,"lang":"en","type":"review","venue":"JMIR Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Computer science; Terminology; Mechanical ventilation; Web application; Heuristic evaluation; Simulation; Interface (matter); Graphical user interface; Human–computer interaction; Medicine; World Wide Web; Operating system","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":[0.01565794,0.001175189,0.003602917,0.01582298,0.000973164,0.003173158,0.003122402,0.002893265,0.003300047],"category_scores_gemma":[0.0632147,0.0009604508,0.002845488,0.009137032,0.001787264,0.005290783,0.001810345,0.001962674,0.001117251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003916315,"about_ca_system_score_gemma":0.01173314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003497333,"about_ca_topic_score_gemma":0.00696654,"domain_scores_codex":[0.9860491,0.004118759,0.005726533,0.0007219295,0.003154394,0.0002292661],"domain_scores_gemma":[0.9029697,0.06314105,0.008246878,0.00163736,0.02309379,0.0009111858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002173959,0.00005858802,0.001039532,0.408437,0.0007910198,0.0004869248,0.001022524,0.0002170193,0.0006787485,0.001948098,0.03926808,0.545835],"study_design_scores_gemma":[0.00006267545,0.0002953437,0.004089509,0.5904876,0.003668358,0.001926577,0.001400183,0.0002018071,0.0005859864,0.001376776,0.395809,0.00009613358],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00043987,0.9953786,0.0003923178,0.002014708,0.001083898,0.00009255517,0.00008885033,0.00001802089,0.0004911215],"genre_scores_gemma":[0.005177996,0.9897717,0.001804619,0.001912971,0.0006532193,0.0002346847,0.0002004233,0.00001782142,0.0002266331],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01582298,"threshold_uncertainty_score":0.08280814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09815358547095986,"score_gpt":0.4921262101908785,"score_spread":0.3939726247199186,"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."}}