{"id":"W3128057618","doi":"10.1183/23120541.00692-2020","title":"Self-proning in COVID-19 patients on low-flow oxygen therapy: a cluster randomised controlled trial","year":2021,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Hôpitaux Universitaires de Genève","keywords":"Medicine; Nasal cannula; Oxygen therapy; Fraction of inspired oxygen; Prone position; Interquartile range; Pneumonia; Oxygen saturation; Supine position; Anesthesia; Coronavirus disease 2019 (COVID-19); Oxygen; Internal medicine; Surgery; Cannula; Mechanical ventilation; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"randomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"randomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006318206,0.0001993211,0.0008581376,0.0003206659,0.0002243503,0.0002566036,0.0004198127,0.0001854002,0.002702628],"category_scores_gemma":[0.003319567,0.0001460838,0.000188126,0.0005444733,0.0000482688,0.0001750592,0.0003098501,0.0007118295,0.0002376663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000366003,"about_ca_system_score_gemma":0.002812271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006634366,"about_ca_topic_score_gemma":0.00004637372,"domain_scores_codex":[0.9952108,0.0016619,0.0005913408,0.0006197303,0.001232078,0.0006841776],"domain_scores_gemma":[0.9973614,0.0009442598,0.0000873584,0.0006437414,0.0004350205,0.0005282218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9789274,0.001975811,0.0014233,0.0000790596,0.0001725634,0.0005421177,0.00129179,0.00001281939,0.0009983497,0.00006955254,0.008554688,0.005952601],"study_design_scores_gemma":[0.9474865,0.002175256,0.000328879,0.0001176896,0.00001542464,0.000003111426,0.000375083,0.000748103,0.002100223,0.0001734733,0.04632029,0.0001559222],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9427937,0.0002098848,0.00004129011,0.003091862,0.0003822854,0.02183025,0.000005644264,0.00004052243,0.03160462],"genre_scores_gemma":[0.9622579,0.0002430583,0.001333203,0.01080344,0.0005670019,0.005611186,0.0001766706,0.0001023684,0.01890512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0377656,"threshold_uncertainty_score":0.9982091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1182371971173714,"score_gpt":0.4292772853305147,"score_spread":0.3110400882131434,"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."}}