{"id":"W3030745188","doi":"10.4187/respcare.07467","title":"Lung Volume Measurement and Ventilation Distribution During Invasive Mechanical Ventilation","year":2020,"lang":"en","type":"review","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Ventilation (architecture); Lung volumes; Mechanical ventilation; Functional residual capacity; Lung; Pulmonary compliance; Intensive care medicine; Electrical impedance tomography; Anesthesia; Radiology; Tomography; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003399668,0.0005237308,0.001461585,0.0001729851,0.0002029235,0.00006718093,0.0001217543,0.0005619064,0.000101429],"category_scores_gemma":[0.0002657086,0.0004927941,0.0005223464,0.0003286434,0.00003745923,0.0001525731,0.0001315067,0.0005543792,0.00008775912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001273853,"about_ca_system_score_gemma":0.001070056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000182242,"about_ca_topic_score_gemma":0.000006327738,"domain_scores_codex":[0.9969255,0.0001913424,0.0008528467,0.000777097,0.0009017044,0.0003515115],"domain_scores_gemma":[0.9982343,0.00002041507,0.0004901637,0.000449505,0.0004092517,0.0003963924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001470191,0.00004750501,0.0002064627,0.05647113,0.0003321323,0.0005400627,0.0001511025,3.321498e-7,0.003047124,0.0000965084,0.0008382411,0.9381224],"study_design_scores_gemma":[0.0006362976,0.0002690577,0.0003167934,0.009327085,0.002058594,0.00006238169,0.0001014409,0.000001577447,0.003453021,0.000003892662,0.9833721,0.0003977472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000892019,0.996016,0.0003845507,0.00001383683,0.0003991654,0.001924845,0.0001403755,0.0001420609,0.00008715877],"genre_scores_gemma":[0.008042559,0.988673,0.00008246243,0.0001360974,0.001013856,0.0002924223,0.001529679,0.0001543743,0.00007559583],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9825339,"threshold_uncertainty_score":0.9997523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05837109876212209,"score_gpt":0.3153717868772937,"score_spread":0.2570006881151716,"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."}}