{"id":"W2249207547","doi":"10.3389/fped.2015.00106","title":"Review of Simulation in Pediatrics: The Evolution of a Revolution","year":2015,"lang":"en","type":"review","venue":"Frontiers in Pediatrics","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Competence (human resources); Simulation training; Curriculum; Medical simulation; Experiential learning; Medical education; Health care; Simulation; Computer science; Psychology; Pedagogy","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":[0.002915907,0.0003591784,0.002200725,0.001788429,0.00003141029,0.000004208562,0.0003021398,0.0005852652,0.00001969016],"category_scores_gemma":[0.002864194,0.0002896658,0.0003846005,0.004965067,0.00009127516,0.0001134294,0.00005315055,0.0007956575,0.000007704647],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003721867,"about_ca_system_score_gemma":0.005676373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002668482,"about_ca_topic_score_gemma":0.000007341698,"domain_scores_codex":[0.9951076,0.0006830766,0.002619538,0.0004406477,0.0008214459,0.0003277097],"domain_scores_gemma":[0.9948972,0.0008803902,0.001989309,0.0008722848,0.001232348,0.0001284602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005074928,0.0002563567,0.1379062,0.6258441,0.00002611575,0.00000300631,0.0004726909,0.002293729,5.366882e-9,0.00006026657,0.03930367,0.1937832],"study_design_scores_gemma":[0.002132943,0.0003958039,0.006831234,0.1840355,0.006050849,0.0000198494,0.001335509,0.00645852,6.596918e-8,0.001158275,0.7906357,0.0009456894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004127291,0.9919279,0.002070972,0.0001297143,0.002186824,0.003400709,0.00008593682,0.00002191689,0.0001348089],"genre_scores_gemma":[0.0007314571,0.9954967,0.002077913,0.00006633449,0.000937252,0.0001560524,0.0004254483,0.00005556283,0.00005324546],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.751332,"threshold_uncertainty_score":0.9999605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05777174455220302,"score_gpt":0.4013197681300292,"score_spread":0.3435480235778262,"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."}}