{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00110222,0.0004956034,0.002051558,0.0003930334,0.0000770696,0.00002679158,0.0003474589,0.0009232768,0.05126617],"category_scores_gemma":[0.01428539,0.0003746341,0.0006296378,0.0009272141,0.0001398439,0.0002058251,0.00008545152,0.0006676819,0.00583044],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007658015,"about_ca_system_score_gemma":0.01368478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001466967,"about_ca_topic_score_gemma":1.64982e-7,"domain_scores_codex":[0.9942262,0.000486908,0.00220918,0.0007928258,0.001859874,0.0004250796],"domain_scores_gemma":[0.9919733,0.003132589,0.0006068415,0.001183938,0.001694947,0.001408433],"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":[0.00003514169,0.0007667589,0.00003404784,0.09802454,0.00007278507,0.000002371811,0.0002510772,2.914816e-8,4.192175e-7,0.0006977946,0.140765,0.7593501],"study_design_scores_gemma":[0.000164313,0.0001424733,0.00004668304,0.3127317,0.0004763329,0.00005666665,0.00002736285,0.00002200588,0.000001925158,0.00004850225,0.6860486,0.0002334464],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004974346,0.964882,0.00022925,0.0275672,0.001815461,0.004867019,0.000105391,0.0001035257,0.0003803891],"genre_scores_gemma":[0.0003839899,0.9748592,0.0005376081,0.01742009,0.00174833,0.001217329,0.0007811021,0.0001193296,0.002932964],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7591166,"threshold_uncertainty_score":0.9998705,"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."}}