{"id":"W4407114457","doi":"10.1097/sih.0000000000000846","title":"Where to Begin","year":2025,"lang":"en","type":"article","venue":"Simulation in Healthcare The Journal of the Society for Simulation in Healthcare","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Medical emergency; Emergency department; Traumatology; Psychological intervention; Major trauma; Situation awareness; Advanced trauma life support; Triage; Trauma care; Mass Casualty; Mass-casualty incident; Nursing; Orthopedic surgery; Poison control; Surgery; Suicide prevention; 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"],"consensus_categories":[],"category_scores_codex":[0.003916445,0.000380933,0.0008022293,0.0006192942,0.000651739,0.00004601313,0.0005715881,0.0004973385,0.00002323959],"category_scores_gemma":[0.001414623,0.0002785528,0.0008883565,0.00322701,0.0001201408,0.0002772221,0.00009401057,0.001393878,0.000004973163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002965042,"about_ca_system_score_gemma":0.002805911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001784403,"about_ca_topic_score_gemma":0.001036235,"domain_scores_codex":[0.9942961,0.0008467812,0.00270357,0.0004256487,0.0009745664,0.0007533053],"domain_scores_gemma":[0.9879782,0.006124046,0.001126353,0.001016239,0.003404587,0.0003505851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000708706,0.00007685483,0.399069,0.001205261,0.00003949296,4.860042e-7,0.004281077,0.5914863,0.000007315103,0.0008148653,0.0006127344,0.001697916],"study_design_scores_gemma":[0.004418266,0.0004631359,0.5840161,0.003537611,0.0001395174,0.00001185565,0.005621986,0.3877198,0.00004048541,0.008983967,0.004724368,0.0003228614],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5620126,0.004537076,0.005910436,0.4182335,0.003232875,0.005940846,0.00005366067,0.00005540588,0.00002366593],"genre_scores_gemma":[0.9799423,0.0001582218,0.001565685,0.01735085,0.0005569346,0.0001128944,0.0000224863,0.00006240762,0.0002282891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4179297,"threshold_uncertainty_score":0.9999667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04446415773809437,"score_gpt":0.4267431748880278,"score_spread":0.3822790171499335,"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."}}