{"id":"W2021132631","doi":"10.1016/j.jsurg.2014.07.009","title":"Use of Human Patient Simulation and Validation of the Team Situation Awareness Global Assessment Technique (TSAGAT): A Multidisciplinary Team Assessment Tool in Trauma Education","year":2014,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Memorial University of Newfoundland","funders":"","keywords":"Multidisciplinary approach; Multidisciplinary team; Medical education; Psychology; Medicine; Knowledge management; Computer science; Nursing; Sociology","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":[0.001189955,0.000181569,0.000431723,0.000356428,0.0001256474,0.00003070376,0.0001041709,0.0001832155,0.00003193883],"category_scores_gemma":[0.0002974361,0.0001445417,0.0001364915,0.0006220585,0.00009074749,0.0004815287,0.00003500181,0.0003191658,2.873696e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001086078,"about_ca_system_score_gemma":0.003146419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003135717,"about_ca_topic_score_gemma":0.00001146404,"domain_scores_codex":[0.996728,0.0005471904,0.001577433,0.0002332334,0.0007632113,0.0001509397],"domain_scores_gemma":[0.9954585,0.0005868632,0.001684855,0.0003571526,0.001800381,0.0001122618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001457448,0.002652557,0.9431999,0.0003518648,0.00002219123,2.174936e-7,0.001569814,0.0202487,0.002046998,0.001137102,0.00009580568,0.0285291],"study_design_scores_gemma":[0.0009856814,0.0006303749,0.9758639,0.001130689,0.0001026436,0.00004694901,0.002427616,0.01317584,0.003545757,0.00177146,0.0001864595,0.0001326129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943181,0.00005630105,0.001967738,0.001352556,0.0007098113,0.00135384,0.000007068188,0.00000990653,0.0002247315],"genre_scores_gemma":[0.9939489,0.00001526171,0.00553831,0.00005727899,0.0002272379,0.00008560927,0.00009198034,0.00001639814,0.00001899088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03266401,"threshold_uncertainty_score":0.589424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04447152177331559,"score_gpt":0.4323597196789323,"score_spread":0.3878881979056167,"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."}}