{"id":"W2139779556","doi":"10.1186/2046-4053-2-47","title":"Safety, effectiveness, and cost of dipeptidyl peptidase-4 inhibitors versus intermediate acting insulin for type 2 diabetes: protocol for a systematic review and network meta-analysis","year":2013,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Canada Research Chairs; Ottawa Hospital; University of Alberta; University of Calgary; St. Michael's Hospital","funders":"Fondation pour la Recherche Médicale; Canadian Institutes of Health Research; Alberta Innovates; University of Ottawa","keywords":"Medicine; Metformin; Insulin; Type 2 diabetes; Meta-analysis; Type 2 Diabetes Mellitus; Randomized controlled trial; Diabetes mellitus; Internal medicine; Intensive care medicine; 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":[0.009824977,0.001224892,0.03345461,0.0003654143,0.0001222971,0.00009422169,0.0002817998,0.0002561114,0.00004305081],"category_scores_gemma":[0.004952195,0.0006214155,0.004908368,0.00102385,0.00008561169,0.0001437642,0.0001933229,0.0001899369,0.0000343523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000214922,"about_ca_system_score_gemma":0.00009322316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003147154,"about_ca_topic_score_gemma":0.000004324329,"domain_scores_codex":[0.9900021,0.002706454,0.005483755,0.0008759337,0.0003817082,0.0005500246],"domain_scores_gemma":[0.9857773,0.006030352,0.006254653,0.001315989,0.0003898045,0.0002319174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002601974,0.00006976073,0.000001534423,0.8659,0.1242268,6.653131e-7,0.0000199881,1.871083e-7,4.081672e-8,0.00003509837,0.000744145,0.008975689],"study_design_scores_gemma":[0.0008576243,0.0003947852,2.109297e-7,0.483031,0.4452339,0.000001310606,0.00000849949,0.00001666468,1.4322e-7,0.000005434139,0.07021195,0.0002385406],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"protocol","genre_scores_codex":[7.524532e-8,0.5357065,0.0001182347,0.000008185828,0.00006317685,0.4640019,0.00003501992,0.00001957548,0.00004735787],"genre_scores_gemma":[8.351765e-7,0.4936828,0.0005420701,0.00003248389,0.0000575617,0.505314,0.0001251605,0.00006366469,0.0001814479],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3828691,"threshold_uncertainty_score":0.9996237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1660419619651801,"score_gpt":0.4187325981021462,"score_spread":0.2526906361369661,"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."}}