{"id":"W4402750888","doi":"10.1007/s00431-024-05781-3","title":"Impact of in situ simulation training on quality of postnatal stabilization and resuscitation—a before-and-after, non-controlled quality improvement study","year":2024,"lang":"en","type":"article","venue":"European Journal of Pediatrics","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; Northern Alberta Institute of Technology; University of Alberta","funders":"Medizinische Universität Graz; Karl-Franzens-Universität Graz","keywords":"Medicine; Resuscitation; Quality (philosophy); Quality management; Emergency medicine; Medical emergency; Intensive care medicine; Operations management","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":[0.01056383,0.00140981,0.001791055,0.0009089156,0.001010709,0.0007260432,0.001033433,0.001236457,0.002014377],"category_scores_gemma":[0.01474972,0.0004934815,0.002041986,0.0008499091,0.001155789,0.0006169095,0.001091426,0.001222683,0.0003068793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001552847,"about_ca_system_score_gemma":0.002003628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001726566,"about_ca_topic_score_gemma":0.002046126,"domain_scores_codex":[0.9852757,0.009640193,0.001312503,0.001361249,0.001593421,0.0008169347],"domain_scores_gemma":[0.9791316,0.007934894,0.004970361,0.003557693,0.002739402,0.001666077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.4226661,0.4006191,0.05542846,0.002552832,0.003272614,0.0002092651,0.002060982,0.002930387,0.01459806,0.000165099,0.0006938689,0.09480326],"study_design_scores_gemma":[0.04935124,0.8000023,0.1400809,0.0001171538,0.001160023,0.00005096892,0.0003871683,0.001217858,0.005841947,0.00007084531,0.001647139,0.00007248248],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927158,0.0003804528,0.00102336,0.00004865176,0.0000974136,0.004975644,0.0001988801,0.00003724637,0.0005226018],"genre_scores_gemma":[0.9836566,0.0003333783,0.004213296,0.000145052,0.0002634255,0.01014494,0.0005300382,0.00001699584,0.0006963398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01056383,"threshold_uncertainty_score":0.05586749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06121729406667314,"score_gpt":0.4209078056464906,"score_spread":0.3596905115798174,"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."}}