{"id":"W2324017085","doi":"10.1186/s13054-016-1278-5","title":"In vivo calibration of esophageal pressure in the mechanically ventilated patient makes measurements reliable","year":2016,"lang":"en","type":"article","venue":"Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":163,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Esophagus; Mechanical ventilation; Balloon; Tidal volume; Calibration; Occlusion; Ventilation (architecture); Volume (thermodynamics); Nuclear medicine; Biomedical engineering; Anesthesia; Surgery; Respiratory system; Internal medicine; Mathematics","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":[0.0002152787,0.00008935104,0.0001872848,0.0000624525,0.00001920104,0.000007696668,0.0000842146,0.0001080367,0.0004376886],"category_scores_gemma":[0.0003309603,0.00005082566,0.00005242732,0.0001287025,0.00003984157,0.0001036825,0.00002223208,0.00009981102,0.00000436788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003279892,"about_ca_system_score_gemma":0.00007485101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001430803,"about_ca_topic_score_gemma":0.00002752177,"domain_scores_codex":[0.998825,0.00007838216,0.0003137928,0.0001803313,0.0004038198,0.0001986918],"domain_scores_gemma":[0.9994585,0.00005562591,0.00002679437,0.000229804,0.0001629226,0.00006638639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001100032,0.001005548,0.05716733,0.001570754,0.00004593738,0.001106374,0.005727226,0.000008801611,0.9054576,0.01778737,0.003890897,0.005132156],"study_design_scores_gemma":[0.002168914,0.001353717,0.00339685,0.0007384294,0.0001261944,0.00002091439,0.002702199,0.00006635618,0.9814652,0.002418536,0.005365272,0.0001774633],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920743,0.001152162,0.0005014958,0.002694278,0.0004129359,0.0009538758,0.00004715876,0.00003206177,0.002131758],"genre_scores_gemma":[0.9989915,0.000002783955,0.0001451493,0.0006938706,0.00003322883,0.00003575224,0.000004212062,0.00001059699,0.00008291045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07600758,"threshold_uncertainty_score":0.4792383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03542178483266088,"score_gpt":0.3031523638698043,"score_spread":0.2677305790371434,"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."}}