{"id":"W2149297801","doi":"10.1016/j.jcjd.2013.03.021","title":"Is Insulin Pump Therapy a Treatment Option for Some Type 2 Diabetes Patients Requiring Intensified Insulin Regimen?","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Montreal Clinical Research Institute; McGill University","funders":"","keywords":"Medicine; Diabetes mellitus; Type 2 diabetes; Public health; Insulin; Family medicine; Regimen; Agency (philosophy); Gerontology; Internal medicine; Endocrinology; Nursing","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":[0.001030608,0.0002635527,0.0008988433,0.0004719826,0.0007367262,0.001533547,0.000566214,0.003342726,0.008693679],"category_scores_gemma":[0.00651348,0.0001953902,0.0009408116,0.0007757816,0.0008203256,0.002564879,0.0003415193,0.003264939,0.001053583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005712959,"about_ca_system_score_gemma":0.001809877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001565794,"about_ca_topic_score_gemma":0.005862498,"domain_scores_codex":[0.9994466,0.0001189907,0.00009518411,0.0000641523,0.0001736427,0.000101469],"domain_scores_gemma":[0.9968511,0.001469119,0.0007254711,0.00007150541,0.000404286,0.0004784675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004639847,0.0011709,0.04829611,0.002181584,0.0003902467,0.01001926,0.0002604921,0.0004594888,0.002602015,0.00763072,0.08961717,0.8327322],"study_design_scores_gemma":[0.003612033,0.004631338,0.2325983,0.01747804,0.001929913,0.07226001,0.00544077,0.002429286,0.002835877,0.05793558,0.5984328,0.0004160246],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08793999,0.2537549,0.002507818,0.5876424,0.009881114,0.00008144122,0.0004905919,0.0001292989,0.05757242],"genre_scores_gemma":[0.5334288,0.2447575,0.01233112,0.1674517,0.03326076,0.0001468012,0.0006634138,0.00005572777,0.007904149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008693679,"threshold_uncertainty_score":0.02908319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04146980387018317,"score_gpt":0.2780058455476084,"score_spread":0.2365360416774253,"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."}}