{"id":"W4412646851","doi":"10.1002/aet2.70083","title":"Simulation Platforms to Train and Assess Pediatric Acute Care Procedural Skills: A Scoping Review","year":2025,"lang":"en","type":"review","venue":"AEM Education and Training","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; MEDLINE; Medical physics; Intubation; Task (project management); Medical education; Surgery","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":[0.0003595326,0.0004400302,0.001414088,0.000685574,0.0002469744,0.00007707762,0.00009495287,0.000276442,0.00005423193],"category_scores_gemma":[0.0008536617,0.0003942455,0.0001612731,0.001054009,0.00002859767,0.0001753721,0.00003448535,0.0003957998,0.00001029817],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002890074,"about_ca_system_score_gemma":0.009322796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001049566,"about_ca_topic_score_gemma":0.000004505633,"domain_scores_codex":[0.9976183,0.00007648514,0.00100381,0.0006853061,0.0002859904,0.0003301636],"domain_scores_gemma":[0.9970885,0.001188074,0.0004095055,0.0003470453,0.0005585768,0.0004082938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002752873,0.00003779843,0.0004045594,0.2895774,0.0000365713,7.806374e-7,0.004266937,0.00001201233,7.276098e-9,0.00003975969,0.000138748,0.7054827],"study_design_scores_gemma":[0.0006171468,0.0001740937,0.001911881,0.9417396,0.004806831,0.0001284748,0.005382085,0.00009755979,1.713876e-7,0.00004409496,0.04427219,0.0008258699],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008427728,0.9917973,0.00007952462,0.0006774014,0.0007562072,0.005440819,0.00002968686,0.00009840508,0.0002778908],"genre_scores_gemma":[0.005200253,0.9869319,0.001754176,0.002922074,0.0007089737,0.001086108,0.001049111,0.00005854206,0.000288861],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7046568,"threshold_uncertainty_score":0.9998509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1063766657340502,"score_gpt":0.4994570638359875,"score_spread":0.3930803981019373,"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."}}