{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01231449,0.001967748,0.001511565,0.001726622,0.001967023,0.001720477,0.002914336,0.002038439,0.01649913],"category_scores_gemma":[0.01226335,0.0009626178,0.001116318,0.002970607,0.001446148,0.0009086403,0.001628376,0.003419222,0.009918547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001185115,"about_ca_system_score_gemma":0.006391757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002199032,"about_ca_topic_score_gemma":0.003579964,"domain_scores_codex":[0.9890555,0.00345889,0.002254042,0.001719655,0.003081724,0.000430174],"domain_scores_gemma":[0.9865173,0.00130372,0.001102112,0.0031184,0.007327161,0.0006312517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02653936,0.0217126,0.07880266,0.01164313,0.001009283,0.001671074,0.003090897,0.009476245,0.07870881,0.01342043,0.2394351,0.5144904],"study_design_scores_gemma":[0.004038686,0.01404546,0.1280714,0.003840163,0.0006470312,0.001663224,0.001175826,0.01199415,0.05148233,0.006470686,0.7759513,0.0006198236],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.05534526,0.002376973,0.2828809,0.001940485,0.002081947,0.5770796,0.04400133,0.002986592,0.03130691],"genre_scores_gemma":[0.03528355,0.001835124,0.1588621,0.002132601,0.000407207,0.7768794,0.01718659,0.0002370531,0.007176454],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.01649913,"threshold_uncertainty_score":0.065126,"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."}}