{"id":"W4415650355","doi":"10.3390/s25216565","title":"The Task Dependency of Spontaneous Rhythmic Performance in Movements Beyond Established Biomechanical Models: An Inertial Sensor-Based Study","year":2025,"lang":"en","type":"article","venue":"Sensors","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National and Kapodistrian University of Athens; McGill University","keywords":"Rhythm; Robustness (evolution); Task (project management); Motor control; Dependency (UML); Inertial frame of reference; Task analysis; Pace","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0009409321,0.0003189487,0.000342593,0.0004265913,0.0001358976,0.0003810218,0.0002040968,0.0002727877,0.001111188],"category_scores_gemma":[0.00617807,0.0001595277,0.0001852936,0.0002755162,0.0002490408,0.0002163781,0.0005425952,0.0001948081,0.0002965279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006598869,"about_ca_system_score_gemma":0.0001192362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005348468,"about_ca_topic_score_gemma":0.0008372315,"domain_scores_codex":[0.9994167,0.0001404464,0.00006305958,0.000161632,0.0001686957,0.00004954931],"domain_scores_gemma":[0.9973046,0.001336263,0.0005698226,0.0002860003,0.0003847704,0.0001186091],"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":[0.00511409,0.0007951471,0.3031069,0.0009798487,0.0006406222,0.0004237413,0.002849939,0.00399709,0.5605842,0.0002348658,0.0005365125,0.120737],"study_design_scores_gemma":[0.00001468817,0.001283863,0.9889093,0.00001424886,0.00004892384,0.0002473486,0.0001633935,0.002100408,0.006717662,0.00008578429,0.00040115,0.00001332829],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994908,0.0001582319,0.003946141,0.000009889373,0.000007928016,0.00005392979,0.0002163991,0.00002321193,0.0006760939],"genre_scores_gemma":[0.9977087,0.00007052455,0.00122844,0.00001273608,0.00001719978,0.00007319244,0.0004035274,0.00002041681,0.0004652388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001111188,"threshold_uncertainty_score":0.004976213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02066237296375591,"score_gpt":0.3280718287369518,"score_spread":0.3074094557731959,"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."}}