{"id":"W2883257481","doi":"10.4158/ep-2018-0242","title":"The Minimed™ 670G Hybrid Automated Insulin Delivery System: Setting The Right Expectations","year":2018,"lang":"en","type":"article","venue":"Endocrine Practice","topic":"Diabetes Management and Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"LMC Diabetes & Endocrinology (Canada)","funders":"","keywords":"Medicine; Glycated hemoglobin; Glycemic; Type 1 diabetes; Type 2 diabetes; Hypoglycemia; Insulin delivery; Insulin; Diabetes mellitus; Scopus; Artificial pancreas; Endocrinology; Internal medicine; Intensive care medicine; Pediatrics; MEDLINE","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000882732,0.0001397119,0.0001480201,0.00008752462,0.0009626801,0.0001888912,0.0002937031,0.00001697264,0.0001244345],"category_scores_gemma":[0.002867979,0.00007237862,0.00006881209,0.0003778599,0.0002317468,0.00032424,0.0002095938,0.000334397,0.001424512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007866333,"about_ca_system_score_gemma":0.0001018909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005958042,"about_ca_topic_score_gemma":0.0000125532,"domain_scores_codex":[0.9980704,0.0003747145,0.0003032416,0.0002419271,0.000545297,0.0004644513],"domain_scores_gemma":[0.9962482,0.002447674,0.0001792067,0.0005612047,0.0004680111,0.00009571397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001238491,0.0007773187,0.0008675021,0.0005054286,0.00198577,0.001809982,0.002555006,0.00001378179,0.00297753,0.01732171,0.8674285,0.102519],"study_design_scores_gemma":[0.001317937,0.0003021426,0.001882277,0.0001090525,0.0004079345,0.0002776871,0.008995407,0.02750843,0.005270418,0.00004307727,0.9537289,0.0001567897],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2231908,0.004485257,0.0002545731,0.1397269,0.002047091,0.002754492,0.00001424407,0.001853512,0.6256732],"genre_scores_gemma":[0.9848796,0.0000886042,0.0009248384,0.0007187281,0.0008695201,0.00009949078,0.00002084631,0.0000285174,0.01236987],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7616888,"threshold_uncertainty_score":0.999353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01132329303827389,"score_gpt":0.3231667460525025,"score_spread":0.3118434530142286,"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."}}