{"id":"W2172475435","doi":"10.1177/1932296815610779","title":"The Glucose Measurement Industry and Hemoglobin A1c","year":2015,"lang":"en","type":"article","venue":"Journal of Diabetes Science and Technology","topic":"Diabetes Management and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Hemoglobin; Diabetes mellitus; Blood Glucose Self-Monitoring; Medicine; Continuous glucose monitoring; Internal medicine; Type 1 diabetes; 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":[],"consensus_categories":[],"category_scores_codex":[0.003760588,0.00006441653,0.0001578599,0.0004173458,0.0001690559,0.00007932574,0.0002475049,0.00009814222,0.000001993026],"category_scores_gemma":[0.001568596,0.0000347195,0.0000153646,0.0008210635,0.001481427,0.0001647208,0.0002079871,0.0004435404,0.000002240529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008130376,"about_ca_system_score_gemma":0.0003604539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.539673e-7,"about_ca_topic_score_gemma":8.402153e-7,"domain_scores_codex":[0.9985335,0.00001433627,0.0001828741,0.0001115625,0.0008471262,0.000310582],"domain_scores_gemma":[0.9985481,0.00002830557,0.0001042409,0.0001469744,0.0009724325,0.0001999694],"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":[0.00002749967,0.0001216439,0.4460871,0.00003871299,0.00008097988,0.00002913948,0.00006850992,5.163159e-7,0.04692754,0.002152661,0.006052347,0.4984134],"study_design_scores_gemma":[0.0126029,0.01346185,0.2380587,0.001076553,0.0004748617,0.0002822814,0.009911863,0.002047286,0.2908831,0.06698389,0.3635126,0.0007041467],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700557,0.005929713,0.00000216449,0.02265191,0.0001270508,0.0000992788,1.289592e-7,0.00001143356,0.001122605],"genre_scores_gemma":[0.9992884,0.0001508244,0.0001807232,0.0001738513,0.00004982871,0.000002058938,2.847244e-8,0.000003357416,0.0001508766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4977092,"threshold_uncertainty_score":0.5458381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03745093008236472,"score_gpt":0.2909944221491705,"score_spread":0.2535434920668058,"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."}}