{"id":"W4403862109","doi":"10.4187/respcare.12285","title":"Respiratory Oscillometry in Patients With Acute Hypoxemic Respiratory Failure","year":2024,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Medicine; Respiratory system; Acute respiratory failure; Intensive care medicine; Respiratory failure; Cardiology; Internal medicine; Mechanical ventilation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001120264,0.0004672766,0.0005876771,0.0006236649,0.0004461884,0.0005127921,0.0002611632,0.000556189,0.001437324],"category_scores_gemma":[0.003643255,0.0001687131,0.0003098055,0.0005018199,0.0002334263,0.000581354,0.0004811784,0.0005792509,0.0002350569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002214681,"about_ca_system_score_gemma":0.0003227117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009736514,"about_ca_topic_score_gemma":0.001295932,"domain_scores_codex":[0.9992994,0.0002514865,0.0001003073,0.0001009025,0.0001319785,0.0001158686],"domain_scores_gemma":[0.997866,0.0005322405,0.0009965217,0.00006143054,0.0002415209,0.0003024156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006498231,0.0001540431,0.9940256,0.00004685142,0.00002625464,0.0002001685,0.0001071788,0.00004552551,0.0005021875,0.00001160096,0.0001128096,0.004118039],"study_design_scores_gemma":[0.00005077473,0.001523803,0.996707,0.00003318643,0.00003073001,0.0006319439,0.0002678279,0.0002999722,0.0001671937,0.00002725864,0.0002541546,0.000006239394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979814,0.0006272517,0.0002096119,0.0001154798,0.0000140583,0.00007387368,0.0001422012,0.000008065985,0.000828195],"genre_scores_gemma":[0.9992397,0.000159115,0.0002359605,0.000056488,0.00002840422,0.00005552437,0.0001441517,0.000001088887,0.0000797453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001437324,"threshold_uncertainty_score":0.005924642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01138931665903632,"score_gpt":0.2612982883980794,"score_spread":0.2499089717390431,"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."}}