{"id":"W2065963516","doi":"10.1007/s10459-013-9464-6","title":"Comparing the cost-effectiveness of simulation modalities: a case study of peripheral intravenous catheterization training","year":2013,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; Mount Sinai Hospital; The Wilson Centre; Women's College Hospital; SickKids Foundation; University of Toronto; University Health Network; St. Michael's Hospital","funders":"","keywords":"Trainer; Cost effectiveness; Modalities; Computer science; Fidelity; Task (project management); Medical physics; Cost–benefit analysis; Simulation; Medicine; Medical education; Risk analysis (engineering); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004897542,0.0007059789,0.0007135824,0.00210914,0.001152084,0.001464547,0.001420486,0.002523439,0.00467016],"category_scores_gemma":[0.04186387,0.0003793596,0.001661171,0.001579271,0.0008103753,0.001403506,0.001108303,0.001243398,0.0002606567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003622228,"about_ca_system_score_gemma":0.002015364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008305804,"about_ca_topic_score_gemma":0.007482429,"domain_scores_codex":[0.9948615,0.003696337,0.0002946286,0.0002151166,0.0004345078,0.0004978398],"domain_scores_gemma":[0.9573004,0.03766485,0.001555078,0.0007945593,0.001529261,0.001155741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02432881,0.05512261,0.6120833,0.002325884,0.002288685,0.01682097,0.005562896,0.07482319,0.002920881,0.009967614,0.002452813,0.1913023],"study_design_scores_gemma":[0.005926657,0.0930722,0.5295879,0.001781383,0.00301449,0.02407693,0.0381331,0.2786944,0.007800064,0.01034963,0.007028334,0.0005349708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976145,0.0002529464,0.0005258898,0.0002163023,0.000009314191,0.0001230124,0.00009172503,0.000003580859,0.001162863],"genre_scores_gemma":[0.9985202,0.0001856433,0.001044566,0.00002933883,0.000009778887,0.00005480619,0.00006104721,0.000002976743,0.00009164446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008305804,"threshold_uncertainty_score":0.0262813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.104189720830116,"score_gpt":0.4580562264042473,"score_spread":0.3538665055741312,"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."}}