{"id":"W2810635237","doi":"10.1016/j.resuscitation.2018.06.035","title":"Impact of a CPR feedback device on healthcare provider workload during simulated cardiac arrest","year":2018,"lang":"en","type":"article","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Children's Hospital; Stollery Children's Hospital; Alberta Children's Hospital; University of Alberta; Columbia College; McGill University; University of Calgary","funders":"Canadian Institutes of Health Research; Heart and Stroke Foundation of Canada","keywords":"Workload; Medicine; Medical emergency; Emergency medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000258394,0.00020011,0.0003688453,0.0002527052,0.0001488933,0.00002528161,0.0000598672,0.0001579317,0.00002290901],"category_scores_gemma":[0.0003757449,0.0001631881,0.0003077991,0.0006588126,0.000120385,0.0001514922,0.00002126869,0.0001928817,0.0001245742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000310677,"about_ca_system_score_gemma":0.0002414657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004075774,"about_ca_topic_score_gemma":0.00004234169,"domain_scores_codex":[0.998313,0.0001372821,0.0004052754,0.0003417929,0.0004781106,0.0003245225],"domain_scores_gemma":[0.9983829,0.0001702717,0.0002174136,0.0003658971,0.0006752242,0.000188296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01116486,0.0005207452,0.7822703,0.001899821,0.00113078,0.00004415509,0.0083478,0.003080299,0.1649225,0.0002980439,0.002784916,0.02353586],"study_design_scores_gemma":[0.001702011,0.0006006541,0.9918422,0.0009270149,0.00009506127,9.258221e-7,0.000300003,0.0004518464,0.003655524,0.0001090516,0.000147125,0.0001685589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949581,0.0002370474,0.00002701538,0.0008090753,0.001526915,0.0007865934,0.00002438187,0.00009069125,0.001540164],"genre_scores_gemma":[0.9983473,0.00005243589,0.0001985877,0.00006393322,0.001107504,0.00001249739,0.00008485834,0.00003671561,0.0000961517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.209572,"threshold_uncertainty_score":0.665462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02034675989697371,"score_gpt":0.3323635855115478,"score_spread":0.3120168256145741,"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."}}