{"id":"W4406038504","doi":"10.1177/20552076241311940","title":"Digital assessment of muscle adaptation in obese patients with osteoarthritis: Insights from surface electromyography (sEMG)","year":2025,"lang":"en","type":"article","venue":"Digital Health","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Shanghai Jiao Tong University","keywords":"Isometric exercise; Medicine; Vastus medialis; Biceps; Osteoarthritis; WOMAC; Electromyography; Physical medicine and rehabilitation; Physical therapy; Knee Joint; Gait; Surgery; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003599371,0.000260609,0.0002565667,0.0009726074,0.0001035766,0.0003221317,0.0001267269,0.0002828031,0.00112875],"category_scores_gemma":[0.0009356746,0.00008416505,0.0001623784,0.0005297579,0.0001274405,0.0002151405,0.0002919131,0.0001777995,0.0001857283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007976773,"about_ca_system_score_gemma":0.00006912421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008252638,"about_ca_topic_score_gemma":0.002246248,"domain_scores_codex":[0.9998701,0.00003582473,0.00002045299,0.00002316096,0.00003423904,0.00001624526],"domain_scores_gemma":[0.9996916,0.0000573139,0.00014826,0.0000122554,0.00005075198,0.00003983406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005555711,0.0001011306,0.9540107,0.0001314088,0.00009086292,0.0005489925,0.0002038237,0.0002015974,0.01329331,0.00002304803,0.0001449552,0.03069464],"study_design_scores_gemma":[0.000009256481,0.0002044826,0.998038,0.00001068491,0.00001825337,0.0008825478,0.0001411458,0.0002909403,0.0002675086,0.00001966194,0.0001136623,0.000003955897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985282,0.0003891711,0.0003350126,0.00002536142,0.000003311601,0.00001826831,0.0001529391,0.000004484093,0.0005431976],"genre_scores_gemma":[0.9987376,0.0002472601,0.0006248953,0.00002276711,0.00001075868,0.00001688117,0.0001633679,0.000001534326,0.0001748875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00112875,"threshold_uncertainty_score":0.003776073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006467386021663159,"score_gpt":0.2524382826116419,"score_spread":0.2459708965899788,"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."}}