{"id":"W2122509436","doi":"10.1503/cmaj.110779","title":"Initiating insulin in patients with type 2 diabetes","year":2012,"lang":"en","type":"review","venue":"Canadian Medical Association Journal","topic":"Diabetes Management and Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; St. Michael's Hospital","funders":"Eli Lilly and Company","keywords":"Glycemic; Insulin; Type 2 diabetes; Diabetes mellitus; Medicine; Computer science; Intensive care medicine; Type 1 diabetes; Bioinformatics; Internal medicine; Endocrinology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005603291,0.0006807853,0.001578692,0.001114115,0.0001693626,0.0005466327,0.0007813598,0.0008926789,0.002502361],"category_scores_gemma":[0.0009083676,0.0001877899,0.0007922975,0.001370388,0.0001628632,0.0005051654,0.0003161095,0.00137989,0.0007926396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002510707,"about_ca_system_score_gemma":0.0005473137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001621199,"about_ca_topic_score_gemma":0.003106982,"domain_scores_codex":[0.9998117,0.00004258152,0.00003240555,0.00002270871,0.00007243235,0.00001816969],"domain_scores_gemma":[0.9996319,0.0001944662,0.00008070951,0.000006504513,0.00005722976,0.00002921263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003377435,0.00008626824,0.0006745423,0.02019176,0.0002619667,0.0001569591,0.00002660823,0.0001022299,0.0003601639,0.0003977206,0.01543427,0.9619699],"study_design_scores_gemma":[0.001011799,0.001061718,0.01664463,0.06844784,0.003871967,0.004589873,0.000268561,0.0003398476,0.001293217,0.003095325,0.8992958,0.00007941116],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001533514,0.999346,0.00002224426,0.00008877065,0.00009529033,0.000002233876,0.000007724543,0.000002259993,0.000282162],"genre_scores_gemma":[0.000978485,0.9985713,0.00006513429,0.000122203,0.0001114042,0.000004282545,0.00002043396,5.006565e-7,0.0001262405],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002502361,"threshold_uncertainty_score":0.008371174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02615847564112715,"score_gpt":0.2969229697986944,"score_spread":0.2707644941575672,"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."}}