{"id":"W1946328378","doi":"10.1504/ijecb.2015.070436","title":"A subject-specific inverse-dynamics approach for estimating joint stiffness in sideways fall","year":2015,"lang":"en","type":"article","venue":"International Journal of Experimental and Computational Biomechanics","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Inverse dynamics; Stiffness; Joint (building); Kinematics; Inverse; Dynamics (music); Joint stiffness; Structural engineering; Mechanics; Mathematics; Engineering; Physics; Classical mechanics; Geometry; Acoustics","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":[0.000711193,0.0001368445,0.0002410071,0.0002957879,0.0001087721,0.00003522941,0.000204188,0.0001012664,0.000004198246],"category_scores_gemma":[0.00006211192,0.0001266848,0.00008693313,0.0001217228,0.00003638763,0.0002592236,0.0001102758,0.0002409727,0.00000499834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000492351,"about_ca_system_score_gemma":0.0002037226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003862801,"about_ca_topic_score_gemma":0.000009777443,"domain_scores_codex":[0.9982893,0.0001097953,0.0007525976,0.0001799361,0.0004765353,0.0001917618],"domain_scores_gemma":[0.9985451,0.0001461845,0.0005100889,0.00005173434,0.0006139306,0.0001330117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.008721685,0.01385005,0.006958249,0.000637492,0.001456561,0.0002767137,0.04192748,0.01432059,0.2976642,0.4676524,0.02245059,0.124084],"study_design_scores_gemma":[0.006446504,0.0002772689,0.001792205,0.0002163025,0.00001031324,0.00009822717,0.01101429,0.9425899,0.0001210734,0.03677888,0.000443349,0.0002116354],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6076789,0.0005229862,0.3877718,0.0003557709,0.002583149,0.0004304204,0.00007487588,0.00002016031,0.0005619085],"genre_scores_gemma":[0.8927643,0.00001646554,0.1062521,0.0002454845,0.0004425644,0.00003472942,0.0001771449,0.00001604057,0.00005123109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9282693,"threshold_uncertainty_score":0.5166055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06448598833313673,"score_gpt":0.3610029005325424,"score_spread":0.2965169121994056,"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."}}