{"id":"W2141392701","doi":"10.1056/nejmoa1215716","title":"High-Frequency Oscillation for Acute Respiratory Distress Syndrome","year":2013,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":659,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"National Institute for Health and Care Research","keywords":"Medicine; ARDS; High-frequency ventilation; Acute respiratory distress; Mechanical ventilation; Oxygenation; Ventilation (architecture); Respiratory distress; Respiratory system; Anesthesia; Intensive care medicine; Lung; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006562385,0.0001784719,0.0006335308,0.0002515201,0.00005954206,0.00001334814,0.0001285749,0.000106982,0.0009153018],"category_scores_gemma":[0.0002978712,0.0001114057,0.0001184688,0.000147916,0.00006899469,0.0002281265,0.00001197993,0.000255014,0.00002045846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006265318,"about_ca_system_score_gemma":0.0002227465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005354789,"about_ca_topic_score_gemma":0.000005419849,"domain_scores_codex":[0.9983066,0.00004363993,0.0007333221,0.0001521034,0.0005140984,0.0002502343],"domain_scores_gemma":[0.9982151,0.0001206851,0.0004354984,0.0002253735,0.000475527,0.0005278492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001859033,0.0002281869,0.03973521,0.0003087099,0.00121902,0.002276426,0.001044168,0.00001567964,0.4354019,0.003248292,0.1260902,0.3885731],"study_design_scores_gemma":[0.2953225,0.04095622,0.1646776,0.002763821,0.004272831,0.01692754,0.0008162956,0.00008903164,0.0158412,0.03422485,0.4231619,0.0009462756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816146,0.000873088,0.007190601,0.007608638,0.00158872,0.0005474486,0.00000844653,0.0000235166,0.0005449272],"genre_scores_gemma":[0.988396,0.00007946034,0.003904076,0.001790375,0.004407978,0.00001022275,0.00002309929,0.0000315076,0.001357209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4195608,"threshold_uncertainty_score":0.999998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0232176405591651,"score_gpt":0.2925797790381813,"score_spread":0.2693621384790162,"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."}}