{"id":"W3132035130","doi":"10.2196/24843","title":"Early Improvement of Acute Respiratory Distress Syndrome in Patients With COVID-19 in the Intensive Care Unit: Retrospective Analysis","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Zhejiang Chinese Medical University","keywords":"ARDS; Medicine; Intensive care unit; Nasal cannula; Case fatality rate; Mechanical ventilation; Retrospective cohort study; Mortality rate; Respiratory distress; Epidemiology; Emergency medicine; Internal medicine; Pediatrics; Surgery; Cannula; Lung","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001318139,0.0003754474,0.0006817829,0.001578759,0.0005689632,0.0006889796,0.0006070614,0.0004790492,0.001057576],"category_scores_gemma":[0.002490501,0.0004208114,0.0007776364,0.002039967,0.0004939017,0.0006813208,0.0008321417,0.0004802244,0.0001400906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000868146,"about_ca_system_score_gemma":0.0009276395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004231174,"about_ca_topic_score_gemma":0.00349664,"domain_scores_codex":[0.998705,0.0001967564,0.0002836217,0.0003501188,0.0002242633,0.0002402176],"domain_scores_gemma":[0.9967694,0.0003880219,0.00168776,0.0002791102,0.0003697305,0.0005058435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004180709,0.000006636319,0.9996106,0.000006469619,0.00001679827,0.00007075906,0.00002240019,0.00001094923,0.0000301667,0.000003531672,0.00001602254,0.0001638911],"study_design_scores_gemma":[0.000007158199,0.0000864629,0.9989932,0.000008780593,0.0000289396,0.00034803,0.0002610035,0.0001143247,0.00004254869,0.0000078942,0.00009699864,0.000004570704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992932,0.0002401825,0.00005752906,0.00001068688,0.000004244502,0.00001918535,0.0002386713,0.000001593797,0.0001347692],"genre_scores_gemma":[0.9994511,0.00008568794,0.00004154115,0.00001646441,0.000007763185,0.00001533237,0.0003527762,9.854856e-7,0.00002832301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004231174,"threshold_uncertainty_score":0.008413136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02489818060785825,"score_gpt":0.314052382276253,"score_spread":0.2891542016683947,"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."}}