{"id":"W2738463628","doi":"10.1111/ijcp.12973","title":"Initiating insulin: How to help people with type 2 diabetes start and continue insulin successfully","year":2017,"lang":"en","type":"article","venue":"International Journal of Clinical Practice","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine; Western University; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Jewish General Hospital","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Eli Lilly and Company","keywords":"Medicine; Insulin; Discontinuation; Diabetes mellitus; Type 2 diabetes; Type 1 diabetes; Intensive care medicine; Basal insulin; Internal medicine; Endocrinology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001471499,0.0001220995,0.0004224294,0.0001065712,0.00008980752,0.0003790616,0.0003050194,0.00005987498,0.00003932958],"category_scores_gemma":[0.01982613,0.00008803154,0.00008265813,0.00004871507,0.0000752885,0.001091822,0.0001737108,0.000359199,0.00002197152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003411315,"about_ca_system_score_gemma":0.0001399392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001561951,"about_ca_topic_score_gemma":0.00003430406,"domain_scores_codex":[0.9983433,0.00009071724,0.0006051592,0.0001750698,0.0006361365,0.0001496108],"domain_scores_gemma":[0.9952518,0.001370516,0.001325886,0.0002166063,0.001600309,0.0002348929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004239647,0.0009956447,0.826889,0.00003469072,0.002322039,0.0008744025,0.0002748468,0.000006977746,0.00009863871,0.0003675209,0.005903271,0.1579933],"study_design_scores_gemma":[0.006587883,0.003831117,0.7664471,0.000470627,0.0006119448,0.0001120501,0.000412936,0.0001005695,0.0002152442,0.0001484467,0.2209064,0.0001556754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9282037,0.0002906149,0.0001413401,0.06353118,0.001140252,0.0001819715,0.000004434252,0.000009408424,0.00649713],"genre_scores_gemma":[0.9819183,0.0006740948,0.01171496,0.004111608,0.001162475,0.000003239404,0.000005099915,0.00001562647,0.000394605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2150031,"threshold_uncertainty_score":0.9884303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05100988702093786,"score_gpt":0.404871406203345,"score_spread":0.3538615191824072,"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."}}