{"id":"W4416379628","doi":"10.2196/83768","title":"Digital Bioimpedance for Physical Activity Detection in Type-2 Diabetes: Quasi-Experimental Validation Study","year":2025,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Physical Activity and Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physical activity; Activity monitor; Glycemic; Biomarker; Diabetes mellitus; Continuous glucose monitoring; Remote patient monitoring","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":[0.01939599,0.001456356,0.001300099,0.0005214715,0.001911351,0.000814962,0.001150353,0.00108141,0.002408476],"category_scores_gemma":[0.01245859,0.001080022,0.001368665,0.0004431443,0.001980914,0.001002052,0.0009328506,0.001307003,0.0005906482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001211741,"about_ca_system_score_gemma":0.00307152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003576864,"about_ca_topic_score_gemma":0.005103456,"domain_scores_codex":[0.9887881,0.008070091,0.0005594041,0.001086736,0.0009287097,0.0005669195],"domain_scores_gemma":[0.9871932,0.005462209,0.0022423,0.002549642,0.001563953,0.0009886302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.07618579,0.7128584,0.1368938,0.001334716,0.001137575,0.0002907586,0.007112503,0.001215641,0.0125198,0.0007723689,0.001540907,0.04813774],"study_design_scores_gemma":[0.0528128,0.7186193,0.2134011,0.0001554152,0.0007781929,0.0001635853,0.002378822,0.004781889,0.003114453,0.0007180859,0.002953513,0.0001228341],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989441,0.00007731331,0.002265137,0.00006996929,0.00005295312,0.007531341,0.0001630769,0.00001616753,0.0003829822],"genre_scores_gemma":[0.9513584,0.0001766842,0.01671913,0.0005154198,0.000151159,0.02956969,0.0004818636,0.00001193113,0.001015733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01939599,"threshold_uncertainty_score":0.102577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02964844439927564,"score_gpt":0.3686095976736418,"score_spread":0.3389611532743661,"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."}}