{"id":"W4362637177","doi":"10.1136/bmjopen-2022-067391","title":"Multicentre study protocol comparing standard NRP to deveLoped Educational Modules for Resuscitation of Neonates in the Delivery Room with Congenital Heart Disease (LEARN-CHD)","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Royal Alexandra Hospital","funders":"University of Alberta; Nationwide Children's Hospital; Boston Children's Hospital","keywords":"Medicine; Resuscitation; Neonatal resuscitation; Protocol (science); Institutional review board; Curriculum; Medical emergency; Intensive care medicine; Emergency medicine; Alternative medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009752843,0.0001107314,0.0002288008,0.0001786755,0.0001377415,0.00006754226,0.0002000377,0.00002339116,0.00004077748],"category_scores_gemma":[0.0006888465,0.00008180898,0.00002401768,0.0005733721,0.00002364856,0.0001555486,0.00006402407,0.00007943537,0.00001797753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001516026,"about_ca_system_score_gemma":0.001847203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007132983,"about_ca_topic_score_gemma":0.001125734,"domain_scores_codex":[0.9984784,0.000177718,0.000432532,0.0002643759,0.0004623567,0.0001846112],"domain_scores_gemma":[0.9977316,0.0008870481,0.0001198656,0.0003176051,0.0008176809,0.0001261929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008336106,0.0003470511,0.9686206,0.000315735,0.00003262149,0.000002699823,0.01240448,0.006770423,0.0000107304,0.0001052413,0.002660207,0.0003941157],"study_design_scores_gemma":[0.004463396,0.000378647,0.9625088,0.000309921,0.0000324714,0.000001013755,0.02734306,0.004266374,0.00002570523,0.0001506075,0.0004148752,0.0001051057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7266486,0.000002373512,0.00003567498,0.01102543,0.00005776353,0.2621287,0.00003367864,0.00001588465,0.00005185407],"genre_scores_gemma":[0.7579588,4.690904e-8,0.003120292,0.0003569252,0.00006772354,0.2381966,0.0001420113,0.00001623321,0.0001413429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03131016,"threshold_uncertainty_score":0.3336073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.157882089175805,"score_gpt":0.4927645003596182,"score_spread":0.3348824111838131,"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."}}