{"id":"W4377013519","doi":"10.1101/2023.05.17.23288849","title":"Association of Muscle Strength to Body Composition Measures using DXA, D <sub>3</sub> Cr, and BIA in Collegiate Athletes","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Body Composition Measurement Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Lean body mass; Sarcopenia; Bioelectrical impedance analysis; Medicine; Athletes; Creatine; Quartile; Population; Physical therapy; Creatinine; Body mass index; Internal medicine; Body weight; Environmental health; Confidence interval","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00177871,0.0003186655,0.0007483382,0.0007763546,0.00007241715,0.00004928622,0.0001491365,0.0003938654,0.000008409547],"category_scores_gemma":[0.0004017817,0.0003516551,0.0001316596,0.0004856124,0.0000448778,0.0000705972,0.000289537,0.0005736771,0.00000835194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006855808,"about_ca_system_score_gemma":0.0001604703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002361766,"about_ca_topic_score_gemma":0.0001843047,"domain_scores_codex":[0.9971306,0.0003219872,0.0007380231,0.0005703161,0.000918121,0.0003209617],"domain_scores_gemma":[0.9982826,0.0001642748,0.0004812789,0.0004330071,0.00049083,0.00014797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000080642,0.0001760697,0.1573942,0.0003500649,0.0001212631,0.00002088427,0.0002306844,0.000170612,0.8399841,0.00001886555,0.0007149663,0.0007376433],"study_design_scores_gemma":[0.0008342803,0.000168238,0.4963261,0.003154868,0.0002719275,0.000003322261,0.00003305051,0.002999314,0.4954011,0.0004295226,0.00007983822,0.0002983618],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956592,0.0001792,0.0008493888,0.0011349,0.0003181625,0.001366775,0.00008198691,0.0003069908,0.0001034373],"genre_scores_gemma":[0.9960505,0.0002683961,0.003114423,0.0001257621,0.0001453229,0.0000944511,0.0001097185,0.00006837228,0.00002298744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.344583,"threshold_uncertainty_score":0.9998935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05000278114258788,"score_gpt":0.2955349691058872,"score_spread":0.2455321879632993,"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."}}