{"id":"W3097425709","doi":"10.3389/fped.2020.569776","title":"Using the RETAIN Tabletop Simulator as a Summative Assessment Tool for Neonatal Resuscitation Healthcare Professionals: A Pilot Study","year":2020,"lang":"en","type":"article","venue":"Frontiers in Pediatrics","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Neonatal resuscitation; Summative assessment; Medicine; Resuscitation; Test (biology); Health care; Health professionals; Medical emergency; Formative assessment; Emergency medicine; Psychology","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":[0.001100426,0.0002213777,0.0004031377,0.0002578342,0.0003487806,0.0000398446,0.0001765022,0.0001022058,0.00001924654],"category_scores_gemma":[0.001554837,0.0001830671,0.00006722741,0.001222581,0.00004444103,0.0001837868,0.00005081472,0.0005273325,0.000002703101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009233039,"about_ca_system_score_gemma":0.002715479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002029089,"about_ca_topic_score_gemma":0.0000154989,"domain_scores_codex":[0.9971437,0.0004568342,0.0007748003,0.0004981991,0.0007334283,0.0003929875],"domain_scores_gemma":[0.997282,0.001061244,0.0003486451,0.0003480809,0.0007400441,0.0002200081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00105963,0.0003957745,0.9663298,0.0006725777,0.00003487192,0.000009646706,0.01593794,0.005605478,0.000004976887,0.0001948427,0.009052067,0.0007023926],"study_design_scores_gemma":[0.01022089,0.00665317,0.2830107,0.0002660898,0.0004690147,0.000005191845,0.2281255,0.4666816,0.00002582866,0.002580628,0.001285042,0.0006764038],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9166426,0.001165109,0.04607223,0.02600398,0.002000701,0.007907052,0.000106358,0.00008281945,0.00001916643],"genre_scores_gemma":[0.9628818,0.00001950755,0.03176335,0.003434244,0.001160532,0.0004570041,0.0001660213,0.00004907186,0.00006847388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6833191,"threshold_uncertainty_score":0.7465258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08543820309967669,"score_gpt":0.4269466042766802,"score_spread":0.3415084011770035,"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."}}