{"id":"W2108808416","doi":"10.2337/diacare.25.3.593","title":"Continuous Subcutaneous Insulin Infusion at 25 Years","year":2002,"lang":"en","type":"review","venue":"Diabetes Care","topic":"Diabetes Management and Research","field":"Medicine","cited_by":392,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Hypoglycemia; Insulin; Glycemic; Diabetes mellitus; Glycated hemoglobin; Ketoacidosis; Intensive care medicine; Infusion therapy; Type 1 diabetes; Diabetic ketoacidosis; Pediatrics; Internal medicine; Endocrinology; Type 2 diabetes","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001494016,0.0005247614,0.002112949,0.0005182255,0.0001021454,0.00007423058,0.0003850851,0.0005226549,0.001418268],"category_scores_gemma":[0.0001340028,0.0004219271,0.0007959425,0.0005614215,0.0001237301,0.00004252855,0.0005857138,0.0006674074,0.00767696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004084083,"about_ca_system_score_gemma":0.00008286547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002030978,"about_ca_topic_score_gemma":0.000002767772,"domain_scores_codex":[0.9971642,0.000127626,0.0005555684,0.0006450138,0.000683746,0.0008238174],"domain_scores_gemma":[0.9983484,0.0001733251,0.0002163971,0.0008182099,0.0001595247,0.0002841952],"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":[0.000005143007,0.00005966787,0.001363542,0.02928426,0.0002520519,0.0005327323,0.0001052195,7.944536e-8,0.000001107425,0.00000611444,0.01452139,0.9538687],"study_design_scores_gemma":[0.0005080097,0.0004232423,0.0001385453,0.01220854,0.001190807,0.000008440947,0.00004678817,0.000006556822,0.000001842158,0.000002804927,0.9850479,0.000416542],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002864112,0.9715506,5.435516e-8,0.00002382084,0.0004166334,0.001746223,0.0001397089,0.0001741301,0.02308469],"genre_scores_gemma":[0.0003450602,0.9739726,0.0000355066,0.0001265074,0.0004187378,0.0001381174,0.001729881,0.0001517292,0.02308193],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9705265,"threshold_uncertainty_score":0.9998233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02813472938960276,"score_gpt":0.3019442269201971,"score_spread":0.2738094975305944,"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."}}