{"id":"W2891184698","doi":"10.1111/pan.13389","title":"Artificial ventilation during transport: A randomized crossover study of manual resuscitators with comparison to mechanical ventilators in a simulation model","year":2018,"lang":"en","type":"article","venue":"Pediatric Anesthesia","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Anesthesia; Mean airway pressure; Peak inspiratory pressure; Ventilation (architecture); Airway; Mechanical ventilator; Mechanical ventilation; Crossover study; Resuscitation; Tidal volume; Respiratory system; Internal medicine; Mechanical engineering","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":[0.0005552557,0.0001662652,0.0006553095,0.0004155991,0.00007838709,0.00001138982,0.00005626834,0.00009813668,0.000009453589],"category_scores_gemma":[0.00006872907,0.0001363797,0.0001305563,0.0007226111,0.00005821267,0.0001055129,0.000009356466,0.000128424,0.000009408112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006308039,"about_ca_system_score_gemma":0.00008051804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005471428,"about_ca_topic_score_gemma":0.00009799886,"domain_scores_codex":[0.9980988,0.00009455695,0.0007108383,0.0003218013,0.0005539561,0.0002200734],"domain_scores_gemma":[0.9992055,0.0001030217,0.0002163725,0.0002007342,0.0001640433,0.0001102887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2201778,0.001136026,0.6217593,0.0001197489,0.0000600835,0.00007646455,0.01174755,0.1444229,0.0002725546,0.00008791489,0.00001051283,0.0001291543],"study_design_scores_gemma":[0.0542435,0.0006585644,0.8271766,0.00006127529,0.0007707433,0.000005335586,0.0008478441,0.1152061,0.0006200378,0.0001488348,0.00000525421,0.0002558427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992939,0.00001605756,0.005176315,0.00004411838,0.00009875525,0.001657489,0.000001121414,0.00003941503,0.00002775322],"genre_scores_gemma":[0.9990646,0.000002009057,0.0004487354,0.0000140149,0.0003634612,0.00005376435,0.00001037673,0.0000262346,0.00001683945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2054174,"threshold_uncertainty_score":0.5561404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01668624395369223,"score_gpt":0.3122315617117649,"score_spread":0.2955453177580727,"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."}}