{"id":"W3138717815","doi":"10.1007/s11606-021-06642-7","title":"Comparative Efficacy and Safety of Ultra-Long-Acting, Long-Acting, Intermediate-Acting, and Biosimilar Insulins for Type 1 Diabetes Mellitus: a Systematic Review and Network Meta-Analysis","year":2021,"lang":"en","type":"review","venue":"Journal of General Internal Medicine","topic":"Diabetes Management and Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Toronto; Public Health Ontario; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; Health Canada; Canada Research Chairs; University of Toronto; World Health Organization","keywords":"Medicine; Meta-analysis; Insulin; Hypoglycemia; Internal medicine; Insulin glargine; Randomized controlled trial; Type 1 diabetes; Odds ratio; Biosimilar; Type 2 Diabetes Mellitus; Diabetes mellitus; Adverse effect; Endocrinology","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":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.004115378,0.0007494364,0.01506428,0.000804123,0.0001039228,0.00007505114,0.000360509,0.0002270774,0.0002320539],"category_scores_gemma":[0.002626752,0.000419131,0.001585125,0.001004723,0.0003608561,0.0001529368,0.0002043039,0.001035501,9.923043e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009876477,"about_ca_system_score_gemma":0.0001466945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001520369,"about_ca_topic_score_gemma":0.00001684838,"domain_scores_codex":[0.9939843,0.0007432215,0.003417846,0.0005502254,0.0007882746,0.000516123],"domain_scores_gemma":[0.9917039,0.001990224,0.004330231,0.0004496765,0.001024707,0.0005012757],"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":[0.0001932072,0.000177673,0.0002874706,0.7103235,0.2616464,0.0001341317,0.0003439834,0.000003683801,0.00001059647,0.00001510906,0.003641774,0.02322255],"study_design_scores_gemma":[0.001498679,0.002450994,0.00007918282,0.3221306,0.6150214,0.0001257603,0.0001345461,0.00008427766,0.00001887419,0.000004887082,0.05810329,0.0003474453],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002800479,0.9956561,0.0003756586,0.0006678893,0.0003941383,0.002355286,0.00002365289,0.000009917437,0.0002373411],"genre_scores_gemma":[0.001280305,0.9955276,0.0005713417,0.000469819,0.0008111795,0.00004687505,0.00007552097,0.00006130384,0.001156112],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3881928,"threshold_uncertainty_score":0.9998261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1781192458244414,"score_gpt":0.4353384922151177,"score_spread":0.2572192463906763,"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."}}