{"id":"W4221137491","doi":"10.1136/bmjmed-2021-000036","title":"Use of tocilizumab and sarilumab alone or in combination with corticosteroids for covid-19: systematic review and network meta-analysis","year":2022,"lang":"en","type":"article","venue":"BMJ Medicine","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; University of Calgary; University of Toronto; McMaster University; Impact","funders":"Canadian Institutes of Health Research","keywords":"Tocilizumab; Medicine; Meta-analysis; Odds ratio; Internal medicine; Confidence interval; Blinding; Placebo; Randomized controlled trial; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.004853227,0.0001896016,0.003782563,0.0002790531,0.0001250374,0.000006811275,0.00009063438,0.00003464716,0.0002883767],"category_scores_gemma":[0.07152602,0.000104559,0.0001845246,0.001182223,0.0003064821,0.00005557491,0.0001887671,0.0002112159,2.177024e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001888776,"about_ca_system_score_gemma":0.0002960315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005102527,"about_ca_topic_score_gemma":0.0004304705,"domain_scores_codex":[0.9966435,0.0005660008,0.001278668,0.0004002829,0.000857167,0.0002543824],"domain_scores_gemma":[0.9842179,0.01422754,0.0005063061,0.0005076427,0.000256132,0.0002845117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.006101509,0.0006950908,0.01423145,0.8651251,0.09919836,0.000337008,0.001351166,0.0008188401,0.00002476779,0.0006255988,0.01113182,0.0003592915],"study_design_scores_gemma":[0.02258141,0.01689697,0.01204762,0.0127559,0.9202833,0.0001186866,0.0008785459,0.01028774,0.000002763337,0.0005734328,0.003118458,0.0004552177],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02197794,0.3539641,0.02580584,0.5267781,0.0001474405,0.07078252,0.0003201035,0.0001575992,0.0000663709],"genre_scores_gemma":[0.9431137,0.009305603,0.00129007,0.03863375,0.00005230336,0.005415549,0.0001309692,0.0000372692,0.002020747],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9211358,"threshold_uncertainty_score":0.9362949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2815536507034119,"score_gpt":0.4876970948887386,"score_spread":0.2061434441853267,"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."}}