{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002126511,0.0001429949,0.0003236805,0.00012098,0.00004648941,0.000005102434,0.00006935892,0.0001465066,0.0006598019],"category_scores_gemma":[0.0002942691,0.0001370989,0.00007709939,0.0002273466,0.00008627382,0.0001274852,0.00002045241,0.0002486178,0.00001056494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001252353,"about_ca_system_score_gemma":0.0005064239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004757856,"about_ca_topic_score_gemma":0.00002131717,"domain_scores_codex":[0.9981715,0.00007899369,0.0009145439,0.0002940714,0.0003321163,0.0002087433],"domain_scores_gemma":[0.9979317,0.0005175183,0.0001993927,0.0003232728,0.0008343728,0.0001937951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002454705,0.0001258734,0.9769819,0.0005514748,0.00001187186,7.031305e-7,0.001263432,0.01308691,0.000003203189,0.00004726454,0.00004479736,0.007858003],"study_design_scores_gemma":[0.000889027,0.0005038075,0.8303279,0.0001365884,0.00002029664,1.523623e-7,0.001047825,0.1669018,0.00001205663,0.00003351421,0.00002508954,0.0001020293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959439,0.0006133611,0.0001064661,0.000472925,0.0007433823,0.001097514,0.0000110841,0.00003625462,0.0009751302],"genre_scores_gemma":[0.9982436,0.0001787374,0.001059761,0.0001025509,0.0001295549,0.0001257767,0.0001026666,0.00002045129,0.00003692549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1538149,"threshold_uncertainty_score":0.7224369,"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."}}