{"id":"W4403602170","doi":"10.1186/s40635-024-00686-9","title":"Clinical implementation of advanced respiratory monitoring with esophageal pressure and electrical impedance tomography: results from an international survey and focus group discussion","year":2024,"lang":"en","type":"article","venue":"Intensive Care Medicine Experimental","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; McMaster University","funders":"Lorentz Center; Netherlands eScience Center","keywords":"Medicine; Electrical impedance tomography; Focus group; Session (web analytics); Medical physics; Respiratory monitoring; Intensive care medicine; Medical education; Tomography; Radiology; Respiratory system; Computer science; Internal medicine","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":[0.0003315275,0.0002280136,0.0004479955,0.0001838318,0.00004935244,0.00002120816,0.00008265176,0.000102381,0.00003870968],"category_scores_gemma":[0.0002026195,0.0001379553,0.00005554196,0.0001553902,0.0002517936,0.0002785462,0.00006529368,0.0002746623,4.838863e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004402395,"about_ca_system_score_gemma":0.00007948855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000390475,"about_ca_topic_score_gemma":0.00005783004,"domain_scores_codex":[0.997996,0.0001338228,0.0005982005,0.0006321982,0.0004487837,0.0001910091],"domain_scores_gemma":[0.9985877,0.0001694748,0.000138649,0.0002285535,0.0006238344,0.0002517405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004935583,0.00007151943,0.6665971,0.00005422139,0.0003977793,0.0004081934,0.01148563,2.74181e-7,0.1984378,0.00007362603,0.0004809827,0.1170573],"study_design_scores_gemma":[0.008284166,0.01129135,0.7376961,0.0007992381,0.0002376181,0.00005847705,0.08042654,0.00007520073,0.1583686,0.00001794766,0.002496879,0.0002478889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810362,0.01696467,0.00007907605,0.0002260145,0.0009650066,0.0004604008,0.000165854,0.00005556601,0.00004721123],"genre_scores_gemma":[0.9980257,0.0001333302,0.0004406004,0.0003064307,0.0006597664,0.0000295542,0.0003517878,0.00003265268,0.00002024785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1168094,"threshold_uncertainty_score":0.5625656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03102776936568002,"score_gpt":0.4007641622019906,"score_spread":0.3697363928363105,"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."}}