{"id":"W2321778362","doi":"10.1016/j.jval.2014.03.1541","title":"Cost Implications Of Early Discontinuation And Restart Of Insulin In The Treatment Of Type 2 Diabetes Mellitus","year":2014,"lang":"en","type":"article","venue":"Value in Health","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Eli Lilly (Canada)","funders":"","keywords":"Medicine; Discontinuation; Insulin; Emergency department; Diabetes mellitus; Emergency medicine; Type 2 diabetes; Medical costs; Type 2 Diabetes Mellitus; Drug; Cohort; Ambulatory care; Health care; Intensive care medicine; Internal medicine; Endocrinology; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.002920456,0.0002659753,0.0005693069,0.0009309057,0.0006914469,0.001724702,0.0005492799,0.001198469,0.002202465],"category_scores_gemma":[0.03234442,0.0002089367,0.001325223,0.0009828883,0.0003982323,0.0007937681,0.0008690221,0.002084621,0.0000899692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003194833,"about_ca_system_score_gemma":0.003259508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01503489,"about_ca_topic_score_gemma":0.01965336,"domain_scores_codex":[0.9957532,0.002519669,0.0003736786,0.0001224741,0.0007981449,0.0004328839],"domain_scores_gemma":[0.9765458,0.01436482,0.005694828,0.0003021398,0.001035139,0.002057318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009738993,0.002215482,0.6380824,0.0005499509,0.001154099,0.001955583,0.0004105434,0.008696212,0.0005792523,0.003695481,0.005771811,0.3271502],"study_design_scores_gemma":[0.0005501916,0.002823698,0.9648502,0.0008723421,0.001777857,0.0023577,0.00157796,0.01679173,0.0004980532,0.004369863,0.003438378,0.00009208454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9399356,0.02182555,0.0008762356,0.02570269,0.0004072961,0.00006059929,0.0004839782,0.00002402551,0.01068411],"genre_scores_gemma":[0.9972565,0.001528999,0.0002528653,0.0005448686,0.0002004888,0.000008232481,0.00006467627,0.00000301823,0.0001405453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01503489,"threshold_uncertainty_score":0.02989477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2098619525570412,"score_gpt":0.4337609850629297,"score_spread":0.2238990325058885,"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."}}