{"id":"W4417284202","doi":"10.12775/qs.2025.48.66899","title":"Continuous Glucose Monitoring Systems: Applications and Integrated Benefits - review study","year":2025,"lang":"en","type":"article","venue":"Quality in Sport","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Continuous glucose monitoring; Glycemic; Type 2 Diabetes Mellitus; Type 2 diabetes; Type 1 diabetes; Diabetes mellitus; Diabetes management; 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":[],"consensus_categories":[],"category_scores_codex":[0.00160013,0.00008821375,0.0004034701,0.0001380315,0.00003803323,0.0000242667,0.00008553966,0.00003488524,0.00001027823],"category_scores_gemma":[0.00007674085,0.00007137637,0.00002674414,0.000546804,0.00003211679,0.00003824409,0.00006721688,0.0001657961,0.00001225546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005480315,"about_ca_system_score_gemma":0.00004302506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000321641,"about_ca_topic_score_gemma":0.00001795904,"domain_scores_codex":[0.9989319,0.0000496231,0.0004170384,0.0002233584,0.0002184335,0.0001595792],"domain_scores_gemma":[0.9994065,0.00004331108,0.00005496895,0.0003247372,0.0001175561,0.00005292261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001844685,0.0004263837,0.9509153,0.002865295,0.0000559345,0.00001037211,0.00005726851,8.773909e-7,0.00001413727,0.001561229,0.0003246769,0.04375008],"study_design_scores_gemma":[0.001013109,0.00008822286,0.9538949,0.004250715,0.0001223747,5.043109e-7,0.002719963,0.00001585204,0.00002808991,0.00002665852,0.03774104,0.00009865234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954789,0.03575048,0.00001919078,0.0005022308,0.00009662426,0.002907463,0.000003526416,0.00005467243,0.005876771],"genre_scores_gemma":[0.9900957,0.003554482,0.00003002516,0.0001098591,0.00004150222,0.0004675459,0.00002505696,0.000006381666,0.005669489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04365143,"threshold_uncertainty_score":0.2910644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04750545986610871,"score_gpt":0.4047599279782692,"score_spread":0.3572544681121605,"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."}}