{"id":"W4289060076","doi":"","title":"Flash Glucose Monitoring System for People with Type 1 or Type 2 Diabetes: A Health Technology Assessment.","year":2019,"lang":"en","type":"article","venue":"PubMed","topic":"Diabetes Management and Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Type 2 diabetes; Flash (photography); Continuous glucose monitoring; Medicine; Type 1 diabetes; Diabetes mellitus; Computer science; Endocrinology; Art","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":[0.0005286993,0.0001314403,0.0003960031,0.0002840953,0.00006945974,0.00003870315,0.0001540373,0.00007972019,0.0000245488],"category_scores_gemma":[0.00007846735,0.0000864517,0.00003365324,0.0008486016,0.00002804651,0.00007339002,0.00008520226,0.0001742039,0.00008169941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002468944,"about_ca_system_score_gemma":0.0001814381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003934634,"about_ca_topic_score_gemma":0.000008067731,"domain_scores_codex":[0.9984793,0.00002466902,0.0001818753,0.0002943061,0.0002895225,0.0007303411],"domain_scores_gemma":[0.9991227,0.00007421842,0.00007782481,0.0003748267,0.0001891712,0.0001612746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004692894,0.0001699058,0.7908273,0.003157626,0.0002880189,0.00000758049,0.00004129063,0.000004582068,0.0002352445,0.0004354574,0.002648107,0.2017156],"study_design_scores_gemma":[0.007253274,0.004705701,0.8891734,0.0007750696,0.0001949156,0.000006561417,0.001890602,0.0009425046,0.00245151,0.00003298308,0.09215334,0.0004200759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871807,0.0007723714,0.00003080497,0.001798023,0.000900876,0.004582567,0.000003586501,0.0002803293,0.004450728],"genre_scores_gemma":[0.9799879,0.00004892728,0.001138779,0.00007029749,0.0001895339,0.001538118,0.00002072706,0.0000434761,0.01696225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2012955,"threshold_uncertainty_score":0.3525398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03186885463093841,"score_gpt":0.3121990995193456,"score_spread":0.2803302448884072,"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."}}