{"id":"W4388473936","doi":"10.18280/ria.370528","title":"A Comparative study on Continuous Glucose Monitoring Devices for Managing Diabetes Mellitus","year":2023,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"SRM Institute of Science and Technology","keywords":"Continuous glucose monitoring; Diabetes mellitus; Medicine; Internal medicine; Intensive care medicine; Endocrinology; Type 1 diabetes","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001910737,0.0004248096,0.0008107539,0.0004432888,0.0019989,0.0000633753,0.0006703257,0.000220107,0.0001563607],"category_scores_gemma":[0.0006744041,0.0004128532,0.0001912277,0.001334173,0.0001309946,0.0002161857,0.000223676,0.0008181563,0.00641836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002709817,"about_ca_system_score_gemma":0.0001292732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003157968,"about_ca_topic_score_gemma":0.0004813913,"domain_scores_codex":[0.9949406,0.000628564,0.001517651,0.0009687962,0.0004122469,0.001532117],"domain_scores_gemma":[0.9927786,0.005013301,0.0004529621,0.0008887216,0.000586083,0.0002803165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005973481,0.001446454,0.652697,0.001897433,0.0003359793,0.00008300073,0.1837976,0.03651927,0.006000813,0.009190224,0.004691516,0.1027434],"study_design_scores_gemma":[0.000211486,0.002021478,0.01090757,0.002001486,0.0001000847,9.294209e-7,0.6996414,0.1872208,0.07705093,0.009195796,0.0106479,0.001000089],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843239,0.0006125215,0.001893363,0.001243289,0.003092572,0.005282677,0.00004311998,0.0007378891,0.00277073],"genre_scores_gemma":[0.9937907,0.0001436157,0.0002209956,0.0002305271,0.0008963034,0.002100935,0.00002231039,0.00008073694,0.002513913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6417894,"threshold_uncertainty_score":0.9998323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2578213802964074,"score_gpt":0.4832057194790457,"score_spread":0.2253843391826382,"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."}}