{"id":"W7116675281","doi":"10.18280/mmep.121108","title":"Multimodal Approach for Non-Invasive Blood Glucose Estimation Using Fingertip Video","year":2025,"lang":"","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pattern recognition (psychology); Multimodal therapy; Modality (human–computer interaction); Key (lock); Estimation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002124032,0.000484032,0.0004466699,0.0005425722,0.0001641687,0.00060704,0.0004615801,0.0006981875,0.001555758],"category_scores_gemma":[0.0007822292,0.0001608057,0.0004124872,0.0005008297,0.0001392736,0.0005368694,0.0006074023,0.0004412342,0.0003522613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001920747,"about_ca_system_score_gemma":0.0002624722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001451857,"about_ca_topic_score_gemma":0.0014144,"domain_scores_codex":[0.999855,0.00003079763,0.000006816919,0.00003501857,0.00005265961,0.00001970123],"domain_scores_gemma":[0.9998443,0.00006572589,0.00002036414,0.00001270545,0.00004412526,0.00001275657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005538472,0.0001963303,0.00530696,0.0003698322,0.0001362763,0.0008073681,0.0002160618,0.1068067,0.1995903,0.004199336,0.002286721,0.6795304],"study_design_scores_gemma":[0.000008420943,0.0001427916,0.003056778,0.00002270569,0.00003660533,0.0004822482,0.0000696905,0.977713,0.01543796,0.001777814,0.001225501,0.00002637745],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04138963,0.0007863597,0.9559554,0.0001084441,0.00005717177,0.00002991417,0.0001225467,0.0002423719,0.001308259],"genre_scores_gemma":[0.7311902,0.001511386,0.26324,0.0001140429,0.0001336374,0.00009324038,0.0002126559,0.00005994563,0.00344493],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001555758,"threshold_uncertainty_score":0.005204558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305487643809372,"score_gpt":0.2567646261382101,"score_spread":0.2337097497001164,"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."}}