{"id":"W2075226367","doi":"10.1002/pdi.1051","title":"The artificial pancreas: making headway","year":2007,"lang":"en","type":"article","venue":"Practical Diabetes International","topic":"Diabetes Management and Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Artificial pancreas; Insulin delivery; Medicine; Continuous glucose monitoring; Insulin pump; Insulin; Pancreas; Blood Glucose Self-Monitoring; Diabetes mellitus; Type 1 diabetes; Internal medicine; Glycemic; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00169718,0.0000942226,0.0001111666,0.00008015613,0.0001707284,0.0001622372,0.0001703297,0.00005495367,0.0006860938],"category_scores_gemma":[0.002695187,0.00006134753,0.00009116023,0.0001456279,0.0001715189,0.0001706934,0.0001491711,0.0003428221,0.0004455013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008199942,"about_ca_system_score_gemma":0.00004288673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.855211e-7,"about_ca_topic_score_gemma":0.000004690831,"domain_scores_codex":[0.9983054,0.00003782595,0.0002671443,0.0001935238,0.0007430805,0.0004530464],"domain_scores_gemma":[0.9982166,0.001231564,0.00006437742,0.0001909654,0.0001840659,0.0001123811],"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":[0.0006956537,0.000720987,0.1682868,0.00004512889,0.0007600553,0.0001431465,0.00005124936,0.000003058931,0.005683543,0.2554979,0.03503569,0.5330768],"study_design_scores_gemma":[0.0005481989,0.0001773658,0.1416555,0.00008135197,0.00007699911,0.000006377442,0.0001404741,0.005826593,0.003586889,0.009577894,0.8381532,0.0001691591],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4100562,0.000367531,0.004518208,0.1244479,0.003145903,0.0006871758,0.000007230987,0.0002009967,0.4565689],"genre_scores_gemma":[0.9896162,0.00001654166,0.001847372,0.001442621,0.001084187,0.00001553602,0.00001856092,0.00001674847,0.005942294],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8031175,"threshold_uncertainty_score":0.7512246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05197964122617818,"score_gpt":0.4200830507103138,"score_spread":0.3681034094841357,"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."}}