{"id":"W4414246710","doi":"10.3390/healthcare13182309","title":"Sedentary Duration and Systemic Health Burden: Nonlinear Associations with Muscle, Fat, and Vascular Phenotypes in a US Population-Based Study","year":2025,"lang":"en","type":"article","venue":"Healthcare","topic":"Physical Activity and Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"K. C. Wong Magna Fund in Ningbo University; National Key Research and Development Program of China; Natural Science Foundation of Ningbo; Ningbo University","keywords":"National Health and Nutrition Examination Survey; Body mass index; Obesity; Sedentary behavior; Mass index; Physical activity; Public health; Cardiovascular health; Regression analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002976817,0.0001203264,0.0004365813,0.0001661163,0.0002338562,0.00001863593,0.00002449398,0.00006629528,0.00000175268],"category_scores_gemma":[0.00005000761,0.0001054438,0.00002136074,0.0003537962,0.00001491984,0.00008315099,0.0000149002,0.000264487,8.178251e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003973041,"about_ca_system_score_gemma":0.0004686568,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03292969,"about_ca_topic_score_gemma":0.02761091,"domain_scores_codex":[0.9986706,0.0002272859,0.0003624778,0.0002949245,0.0002239076,0.0002207401],"domain_scores_gemma":[0.9993513,0.000116204,0.0001275984,0.0001694368,0.00008562308,0.0001498749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007798383,0.0004213504,0.9927187,0.001393162,0.00002982361,0.000005181038,0.001303448,0.00004776517,0.00001841784,0.0001634118,0.00001086615,0.003809904],"study_design_scores_gemma":[0.002068922,0.0007559891,0.9921343,0.0006244074,0.00003845105,0.000001841953,0.001524348,0.002655422,0.000002217329,0.00007302889,0.00004462697,0.00007642427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816899,0.0007503462,0.00008395189,0.01583121,0.00003946773,0.001509148,0.00003349446,0.00004570239,0.00001682193],"genre_scores_gemma":[0.9973342,0.00008090501,0.0003087003,0.001958366,0.00009237752,0.00005399563,0.0001458946,0.00001120739,0.00001430365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01564439,"threshold_uncertainty_score":0.9901326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02216147470604487,"score_gpt":0.3279182774101081,"score_spread":0.3057568027040633,"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."}}