{"id":"W4380091047","doi":"10.1016/j.gaitpost.2023.06.006","title":"Predicting vertical and shear ground reaction forces during walking and jogging using wearable plantar pressure insoles","year":2023,"lang":"en","type":"article","venue":"Gait & Posture","topic":"Lower Extremity Biomechanics and Pathologies","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Mitacs","keywords":"Ground reaction force; Plantar pressure; Wearable computer; Geology; Shear force; Physical medicine and rehabilitation; Environmental science; Computer science; Structural engineering; Engineering; Physics; Medicine; Pressure sensor; Mechanical engineering; Classical mechanics; Kinematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001348188,0.0001548093,0.0001572136,0.0001126662,0.0002397481,0.0001199335,0.00005802167,0.0001486287,0.000006634425],"category_scores_gemma":[0.00003622485,0.0001488326,0.00002324924,0.0001571059,0.00002476878,0.0002584597,0.00009803881,0.0002436157,0.000002679503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002201159,"about_ca_system_score_gemma":0.000005045135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006971297,"about_ca_topic_score_gemma":0.00002386549,"domain_scores_codex":[0.9991753,0.00001733444,0.0001383739,0.0002321993,0.0001264343,0.0003103689],"domain_scores_gemma":[0.999734,0.00006452009,0.00001715258,0.0001089792,0.00001419209,0.00006110815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008033105,0.00001404476,0.0182385,0.001225169,0.0001873828,0.0001647936,0.006371415,0.005147922,0.9626151,0.0001347407,0.0002686731,0.005551978],"study_design_scores_gemma":[0.001067305,0.00009640614,0.2769486,0.001470047,0.0002424636,0.0007498903,0.004379482,0.6869435,0.0231502,0.001256245,0.002729922,0.0009659452],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969321,0.001860733,0.0000788512,0.00003414339,0.0002694994,0.0001052914,0.00004213868,0.0005237521,0.0001535271],"genre_scores_gemma":[0.9987233,0.0007070382,0.0003141451,0.00001127449,0.0001552155,0.000003897756,0.00001976925,0.00003102869,0.00003429292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9394649,"threshold_uncertainty_score":0.6069219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01240775051494936,"score_gpt":0.21305602688227,"score_spread":0.2006482763673207,"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."}}