{"id":"W3095672724","doi":"10.1016/j.anclin.2020.08.001","title":"Alternatives to High-Fidelity Simulation","year":2020,"lang":"en","type":"review","venue":"Anesthesiology Clinics","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"American Hospital Association","keywords":"Debriefing; Medicine; Facilitation; Fidelity; Simulation training; Instructional simulation; Health care; Medical simulation; High fidelity; Medical education; Simulation; Computer science; Human–computer interaction; Psychology; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005308006,0.0004431698,0.002443837,0.0002626901,0.00009842611,0.0000128001,0.0002654235,0.0006734468,0.0002239496],"category_scores_gemma":[0.00189224,0.0003795128,0.0004356131,0.0005051876,0.00008612435,0.00004107416,0.00005817299,0.0007861383,0.001568576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002763176,"about_ca_system_score_gemma":0.001675042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004011315,"about_ca_topic_score_gemma":0.000001784563,"domain_scores_codex":[0.9963436,0.0006298446,0.001601244,0.0008451561,0.0002450783,0.0003350946],"domain_scores_gemma":[0.9922413,0.00536924,0.0006831493,0.0008215783,0.0004305109,0.0004542556],"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":[0.0000686838,0.00009891644,0.00808972,0.006047376,0.0001312884,0.00008396498,0.0002646207,0.0005835505,2.171012e-8,0.000225001,0.0005306815,0.9838762],"study_design_scores_gemma":[0.0002491263,0.000630496,0.005130214,0.003070904,0.0006139483,0.00004092324,0.00004000273,0.0003170587,2.051423e-7,0.0002740412,0.9893333,0.0002997435],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003142213,0.9913297,0.0001179105,0.001839806,0.001054423,0.002232115,0.00003527744,0.0001960375,0.00005256593],"genre_scores_gemma":[0.007826541,0.9810264,0.001489285,0.006715129,0.001636466,0.0001849002,0.0008118091,0.0001045258,0.0002049379],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9888027,"threshold_uncertainty_score":0.9998657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.18457706943851,"score_gpt":0.517140383489104,"score_spread":0.332563314050594,"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."}}