{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00318373,0.0007122183,0.0009348312,0.001063008,0.0008640313,0.0007878641,0.0005758681,0.001197189,0.002561317],"category_scores_gemma":[0.005437841,0.0005792428,0.0008352296,0.0008018879,0.001197294,0.0006640896,0.000537676,0.0006164396,0.0004433131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006354053,"about_ca_system_score_gemma":0.0007732692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001608233,"about_ca_topic_score_gemma":0.001120443,"domain_scores_codex":[0.9969288,0.001561018,0.000331528,0.0006219886,0.000331455,0.00022518],"domain_scores_gemma":[0.9957105,0.001673118,0.001023446,0.0006105069,0.0004954665,0.0004870459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01613439,0.01023433,0.9588083,0.0003359055,0.0007457085,0.002661935,0.0008276616,0.00008793937,0.002481883,0.000151103,0.0003045615,0.00722628],"study_design_scores_gemma":[0.006043487,0.1110038,0.8650364,0.0001335449,0.001242127,0.009536358,0.001923675,0.001059974,0.001189068,0.0001751043,0.002561355,0.00009509085],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984013,0.0007396252,0.0002443011,0.00002817326,0.00001552968,0.0002409487,0.0000645094,0.000003963747,0.0002616596],"genre_scores_gemma":[0.998834,0.0003128402,0.0002960045,0.0000678864,0.00005376113,0.0001732317,0.000155821,0.000002404297,0.0001039507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00318373,"threshold_uncertainty_score":0.01683742,"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."}}