{"id":"W7110798068","doi":"10.2196/76558","title":"Assessment of Blood Glucose Measurement Using New Noninvasive Technology: Protocol and Methodology","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Diabetes mellitus; Blood sugar; Research design; Clinical trial; Risk assessment","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"],"consensus_categories":[],"category_scores_codex":[0.002675812,0.0002607532,0.0004589201,0.001054987,0.0001524456,0.00007714154,0.0004979671,0.0002780084,0.00002728806],"category_scores_gemma":[0.0005390545,0.000253335,0.00006305722,0.001482219,0.0002775131,0.0001694118,0.0004989592,0.000883138,0.000003334987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003712372,"about_ca_system_score_gemma":0.0008092094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003821335,"about_ca_topic_score_gemma":0.0000134284,"domain_scores_codex":[0.9969944,0.0004559591,0.0005238353,0.0004477188,0.0008543387,0.0007237557],"domain_scores_gemma":[0.9981965,0.000319608,0.00008012949,0.0006098026,0.0006328055,0.0001611399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005104059,0.0001882575,0.012339,0.002233369,0.0001651162,0.0000301012,0.00005583857,0.0001375203,0.9714539,0.002985416,0.0002784335,0.01008197],"study_design_scores_gemma":[0.002661415,0.0006109731,0.001476281,0.003715428,0.0000121016,0.00001307998,0.0001183862,0.0002757722,0.9790425,0.005298817,0.006551552,0.0002237111],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002730989,0.00002516658,0.02088904,0.00007546411,0.00001785213,0.973945,0.000003364289,0.0002158335,0.002097275],"genre_scores_gemma":[0.008370975,9.774312e-7,0.06460016,0.000004147545,0.00007889194,0.9268385,3.562893e-7,0.00004283237,0.00006316463],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04710652,"threshold_uncertainty_score":0.9999919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3900647333702052,"score_gpt":0.5547443366136647,"score_spread":0.1646796032434595,"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."}}