{"id":"W3118642755","doi":"10.1186/s12931-020-01603-w","title":"Surfactant therapy for COVID-19 related ARDS: a retrospective case–control pilot study","year":2021,"lang":"en","type":"article","venue":"Respiratory Research","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Surgical Specialties (Canada)","funders":"Bill and Melinda Gates Foundation","keywords":"ARDS; Medicine; Mechanical ventilation; Pulmonary surfactant; Surfactant therapy; Decompensation; Pneumonia; Anesthesia; Ventilation (architecture); Intensive care medicine; Internal medicine; Lung","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":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01734656,0.0004407484,0.001075215,0.0009815786,0.001402691,0.0001781283,0.000453313,0.0002682361,0.001524096],"category_scores_gemma":[0.02143741,0.0003905415,0.0002476918,0.002795708,0.0005645962,0.0002060389,0.0002627675,0.002552089,0.0002760788],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002863643,"about_ca_system_score_gemma":0.01285198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003943182,"about_ca_topic_score_gemma":0.0005782464,"domain_scores_codex":[0.9875455,0.004192963,0.001105446,0.001739872,0.003361927,0.002054279],"domain_scores_gemma":[0.9875403,0.00415976,0.0001590299,0.001984199,0.003754447,0.002402258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.07559054,0.02249319,0.339292,0.003908759,0.00348847,0.2757009,0.004588241,0.00007689736,0.180324,0.00325805,0.01862721,0.07265171],"study_design_scores_gemma":[0.09205031,0.1370011,0.09550466,0.0002669792,0.0001865403,0.004601829,0.009703345,0.0007543917,0.01240496,0.002433405,0.6437014,0.001391102],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664482,0.01572115,0.0001467063,0.003568359,0.0002089225,0.01134839,0.0002943722,0.0002523658,0.002011467],"genre_scores_gemma":[0.9908578,0.0003211314,0.0001009396,0.004004864,0.0003973864,0.001739918,0.00001569723,0.000176336,0.002385859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6250742,"threshold_uncertainty_score":0.9998974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3213355605495553,"score_gpt":0.5200055411798726,"score_spread":0.1986699806303173,"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."}}