{"id":"W4327614975","doi":"10.3389/fped.2023.1116893","title":"Use of eye-tracking to evaluate human factors in accessing neonatal resuscitation equipment and medications for advanced resuscitation: A simulation study","year":2023,"lang":"en","type":"article","venue":"Frontiers in Pediatrics","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Alberta Innovates","keywords":"Medicine; Resuscitation; Neonatal resuscitation; Medical emergency; Emergency medicine; Intensive care medicine","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":[0.001042711,0.0001431174,0.0002865636,0.001718822,0.0001509546,0.00003646472,0.00008131286,0.00009806443,0.000003673892],"category_scores_gemma":[0.001776399,0.0001577672,0.00003423032,0.002188103,0.00003393656,0.000399838,0.00003379559,0.0001513973,7.252348e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004387982,"about_ca_system_score_gemma":0.000280912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000116934,"about_ca_topic_score_gemma":0.0001059174,"domain_scores_codex":[0.9978604,0.0001332384,0.0008150382,0.0003903269,0.0005395953,0.0002613663],"domain_scores_gemma":[0.9975804,0.001205632,0.0002693632,0.000250705,0.0005627276,0.0001311373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001407548,0.00009010146,0.8013813,0.0002006517,0.00001037047,0.00000130469,0.01989469,0.1753225,0.00004671898,0.000009701124,0.0001893084,0.002712555],"study_design_scores_gemma":[0.001834361,0.0002135632,0.9099713,0.0001049755,0.00007870033,6.594991e-8,0.01941317,0.06775432,0.00003136561,0.0004465884,0.0000296449,0.0001219724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852417,0.0001164119,0.01014473,0.0008255515,0.0009711896,0.002613832,0.00002825818,0.00005467636,0.000003653495],"genre_scores_gemma":[0.98715,0.00002045972,0.01195684,0.00005463763,0.000138212,0.0002333784,0.0003835534,0.00002884925,0.0000340931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.10859,"threshold_uncertainty_score":0.6433557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.110978144840116,"score_gpt":0.4543943033598758,"score_spread":0.3434161585197598,"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."}}