{"id":"W4285493737","doi":"10.3389/fcvm.2022.840114","title":"Assessment of Human Factors After Advanced Life Support Courses Comparing Simulated Team and Real Team Assessment: A Randomized Controlled Cohort Trial","year":2022,"lang":"en","type":"article","venue":"Frontiers in Cardiovascular Medicine","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto","funders":"Inselspital, Universitätsspital Bern; University of Bern","keywords":"Summative assessment; Formative assessment; Basic life support; Medical education; Randomized controlled trial; Situation awareness; Medicine; Quality of life (healthcare); Psychology; Nursing; Engineering; Resuscitation; Cardiopulmonary resuscitation; Emergency medicine; Pedagogy; 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":[0.01227606,0.003064039,0.004889105,0.0008916691,0.001546934,0.002005584,0.002115444,0.004679115,0.01008142],"category_scores_gemma":[0.01482596,0.001533822,0.003066746,0.0007152376,0.002858669,0.002446058,0.001121142,0.00378761,0.001757113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002070606,"about_ca_system_score_gemma":0.004657296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001859916,"about_ca_topic_score_gemma":0.001837357,"domain_scores_codex":[0.9900373,0.00551676,0.0009127354,0.001774176,0.000867032,0.0008920128],"domain_scores_gemma":[0.9870964,0.004954768,0.002931728,0.00149166,0.001317441,0.002207981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9574642,0.03516025,0.001578457,0.0002968761,0.0004547,0.00002231185,0.0001187969,0.0001586553,0.0004474968,0.00007132443,0.000243705,0.003983242],"study_design_scores_gemma":[0.735764,0.2594653,0.002770949,0.00005821403,0.0004178513,0.00001135357,0.00008663531,0.0005072734,0.0003612415,0.0001595198,0.0003697893,0.00002790525],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617541,0.0009367217,0.001148553,0.0003579792,0.001116473,0.03314715,0.0005770601,0.00009818027,0.0008638072],"genre_scores_gemma":[0.9179451,0.0007363574,0.004475862,0.0007452534,0.0009713632,0.07209239,0.0005289657,0.00002018393,0.002484497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01227606,"threshold_uncertainty_score":0.06492275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01776254152664848,"score_gpt":0.3457501772687912,"score_spread":0.3279876357421427,"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."}}