{"id":"W2073742558","doi":"10.3109/10903127.2013.818178","title":"Simulation-based Assessment of Paramedics and Performance in Real Clinical Contexts","year":2013,"lang":"en","type":"article","venue":"Prehospital Emergency Care","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Centennial College; The Wilson Centre; University of Toronto","funders":"","keywords":"Generalizability theory; Medicine; Observational study; Competence (human resources); Objective structured clinical examination; Rating scale; Reliability (semiconductor); Ambulance service; Nursing; Emergency medicine; Medical emergency; Psychology; Internal medicine","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":[0.006839572,0.0003800952,0.0002998298,0.001085299,0.0004297837,0.001172848,0.0005193566,0.000466323,0.001555734],"category_scores_gemma":[0.05382628,0.0002592536,0.0003781397,0.0004127843,0.000836706,0.0008254707,0.002159496,0.0006090654,0.0003983925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006242936,"about_ca_system_score_gemma":0.001485874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008454588,"about_ca_topic_score_gemma":0.001214763,"domain_scores_codex":[0.9862238,0.009810946,0.001011186,0.0006522672,0.001922396,0.0003795704],"domain_scores_gemma":[0.9654394,0.01617075,0.01006626,0.002012817,0.00409286,0.002218029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005032387,0.0008675232,0.9607605,0.0002536474,0.00011834,0.0001797287,0.004157593,0.002658777,0.00245845,0.0001690618,0.0002458861,0.02762733],"study_design_scores_gemma":[0.00006911535,0.004813206,0.9751923,0.0002367694,0.00004985675,0.0009079432,0.005532211,0.008662239,0.002615279,0.0004346392,0.001411744,0.00007470015],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978448,0.00007253308,0.001221778,0.00006377696,0.000007225591,0.00006329887,0.00004183681,0.00001435471,0.0006702973],"genre_scores_gemma":[0.9980751,0.00005225318,0.001662547,0.00001724736,0.000007593572,0.00004848709,0.0000534231,0.000001558029,0.00008177573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006839572,"threshold_uncertainty_score":0.03617156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04221814971871317,"score_gpt":0.4318048185946537,"score_spread":0.3895866688759405,"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."}}