{"id":"W3152572748","doi":"10.2139/ssrn.3830051","title":"Increased Recovery and Survival in Patients With COVID-19 Respiratory Failure Following Treatment with Aviptadil: Report #1 of the ZYESAMI COVID-19 Research Group","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"NeuroRx Research (Canada)","funders":"","keywords":"Medicine; Placebo; Respiratory failure; Clinical endpoint; Internal medicine; Respiratory system; Clinical trial; Pathology","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":[0.0005741811,0.000232174,0.000489285,0.0003515587,0.0003829768,0.0005046887,0.000277823,0.000582722,0.001288819],"category_scores_gemma":[0.002253373,0.00009549192,0.0004565323,0.0003656209,0.0003387998,0.0003880474,0.0003678952,0.0009475481,0.0003111461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003451913,"about_ca_system_score_gemma":0.0004543146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001673973,"about_ca_topic_score_gemma":0.001561096,"domain_scores_codex":[0.9995913,0.00009685726,0.00003630555,0.0000645339,0.00009823695,0.0001127998],"domain_scores_gemma":[0.9986313,0.0003021826,0.000463662,0.00009392523,0.0001652715,0.000343694],"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":[0.003399105,0.0003510205,0.9798952,0.00004729221,0.0001527705,0.002219151,0.0001565684,0.0001022972,0.001907053,0.00005263525,0.0008802837,0.0108368],"study_design_scores_gemma":[0.0001039415,0.002483027,0.9942225,0.00001637058,0.00007036577,0.001796938,0.0002005892,0.0001394395,0.0002397526,0.00003672278,0.0006801131,0.00001026957],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967616,0.0008249793,0.0001159655,0.0004654443,0.00004656652,0.00002069688,0.0003766539,0.000007707104,0.001380375],"genre_scores_gemma":[0.9988049,0.000316144,0.00005220648,0.0001172555,0.0000715815,0.00001137322,0.0004495301,0.000002046826,0.0001749435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001673973,"threshold_uncertainty_score":0.004311562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03013481187592321,"score_gpt":0.3148208187457766,"score_spread":0.2846860068698534,"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."}}