{"id":"W4364354033","doi":"10.1542/peds.2022-059839","title":"Real-Time Intubation and Ventilation Feedback: A Randomized Controlled Simulation Study","year":2023,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Supervisor; Medicine; Randomized controlled trial; Intubation; Anesthesia; Free access; Surgery; Computer science","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":[0.001935385,0.000152962,0.0007255524,0.0006045956,0.0001503749,0.00004220929,0.0000358396,0.0001107896,0.0001496979],"category_scores_gemma":[0.00218785,0.0001355477,0.000119021,0.000981784,0.00003151576,0.0001253868,0.00002110548,0.0001224918,0.0001994053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001276705,"about_ca_system_score_gemma":0.0002229843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008708585,"about_ca_topic_score_gemma":0.000002010965,"domain_scores_codex":[0.9979675,0.0003290843,0.0007420983,0.0002926005,0.0004731138,0.000195545],"domain_scores_gemma":[0.9950608,0.003661523,0.0003183192,0.00024104,0.0005813122,0.0001369745],"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":[0.1044528,0.0005599955,0.8360467,0.0003891479,0.0001659091,0.000009569415,0.01125825,0.04282666,0.0001255664,0.0001542414,0.001074491,0.002936666],"study_design_scores_gemma":[0.2343433,0.0002506683,0.3497524,0.00001965741,0.0006851816,0.000001247423,0.001030565,0.4133952,0.00000507271,0.0003560706,0.00001437961,0.0001462106],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931125,0.00007761719,0.000277872,0.0007155749,0.0004425681,0.004709674,0.000005242528,0.000342042,0.0003169189],"genre_scores_gemma":[0.9972783,0.000183007,0.0002105203,0.00004927385,0.0007389225,0.0002987621,0.0002768499,0.00003080312,0.0009335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4862943,"threshold_uncertainty_score":0.5527474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02278425481091408,"score_gpt":0.3553652507321823,"score_spread":0.3325809959212682,"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."}}