{"id":"W2002170826","doi":"10.1017/s1049023x12001525","title":"Respiratory Protection During Simulated Emergency Pediatric Life Support: A Randomized, Controlled, Crossover Study","year":2012,"lang":"en","type":"article","venue":"Prehospital and Disaster Medicine","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Cardiopulmonary resuscitation; Crossover study; Medicine; Respirator; Resuscitation; Emergency medicine; Medical emergency","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":[0.001070999,0.0002752133,0.001192835,0.0002009373,0.0001595399,0.00001491059,0.0000410076,0.0001002924,0.000437756],"category_scores_gemma":[0.001095239,0.0001655462,0.000231774,0.0002434315,0.0001451334,0.000290226,0.00006163438,0.0002233773,0.00004090492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002841309,"about_ca_system_score_gemma":0.0000340406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003832959,"about_ca_topic_score_gemma":0.000001939643,"domain_scores_codex":[0.9978151,0.00020411,0.0008043387,0.00030124,0.000499796,0.0003753954],"domain_scores_gemma":[0.9988266,0.0001070812,0.0002422585,0.0002238033,0.0001368954,0.000463404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1720791,0.0009867903,0.7949757,0.0004982583,0.0006004628,0.00002826292,0.02898115,0.00001070254,0.0007690773,0.00003128346,0.0006105124,0.000428743],"study_design_scores_gemma":[0.484887,0.0007590676,0.5080614,0.00005968846,0.001732526,0.000007523096,0.003883852,0.00009736137,0.00001298473,0.00004685965,0.0001979003,0.0002538043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856198,0.004114964,0.00006064839,0.0003536413,0.003040753,0.00467804,0.000002493317,0.00009008894,0.002039593],"genre_scores_gemma":[0.9948622,0.0001262681,0.000003985021,0.0001389089,0.003810212,0.0002491043,0.000009698524,0.00002963828,0.0007699615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3128079,"threshold_uncertainty_score":0.6750779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01543340355232324,"score_gpt":0.2806460972127516,"score_spread":0.2652126936604283,"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."}}