{"id":"W3028717465","doi":"10.4187/respcare.07410","title":"Assessing Diaphragmatic Function","year":2020,"lang":"en","type":"review","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research; European Respiratory Society","keywords":"Medicine; Diaphragm (acoustics); Mechanical ventilation; Diaphragmatic breathing; Weakness; Intensive care medicine; Muscle atrophy; Physical medicine and rehabilitation; Atrophy; Anesthesia; Surgery; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001893018,0.0006585867,0.00253957,0.0003442315,0.0001452887,0.0001484423,0.00019609,0.0006628926,0.0004109324],"category_scores_gemma":[0.0001355643,0.0005283548,0.001084839,0.0005701691,0.0000465446,0.0002269302,0.0000963775,0.0008612998,0.001039491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004163524,"about_ca_system_score_gemma":0.002115329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.433196e-7,"about_ca_topic_score_gemma":8.027341e-7,"domain_scores_codex":[0.9971728,0.000225991,0.0008838979,0.0007417137,0.0005633203,0.0004122979],"domain_scores_gemma":[0.9980499,0.00007063954,0.0004541726,0.0007568619,0.0001748591,0.0004935903],"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":[0.000007712934,0.000017151,0.00001053136,0.04481763,0.0001647952,0.0004914998,0.00006272052,3.439328e-8,0.00004790949,0.00005397224,0.001323611,0.9530025],"study_design_scores_gemma":[0.0003313782,0.0003759095,0.000009138422,0.01273942,0.002499495,0.0000580977,0.0004378006,1.885957e-7,0.0000376462,0.00000653696,0.9830611,0.0004432612],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002272015,0.9897201,0.0001895936,0.000008517482,0.0008462318,0.00133518,0.00002202837,0.0003032818,0.007552336],"genre_scores_gemma":[0.00004287781,0.9957724,0.0002086457,0.001537222,0.001539394,0.0002189081,0.0002734283,0.0002246255,0.0001824665],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9817375,"threshold_uncertainty_score":0.9997383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1135455913639143,"score_gpt":0.398229369840868,"score_spread":0.2846837784769538,"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."}}