{"id":"W4405698145","doi":"10.1123/mc.2024-0127","title":"Reflecting on Emergent Behaviors, Synergies, Stiffness, and Redundancy From a Biomechanics Perspective","year":2024,"lang":"en","type":"article","venue":"Motor Control","topic":"Motor Control and Adaptation","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; McMaster University","funders":"","keywords":"Biomechanics; Perspective (graphical); Stiffness; Redundancy (engineering); Physical medicine and rehabilitation; Sports biomechanics; Psychology; Computer science; Simulation; Artificial intelligence; Engineering; Medicine; Structural engineering; Anatomy","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":[0.0001287588,0.0002264802,0.0002330922,0.0001677835,0.0002223297,0.0002273238,0.0001419713,0.00008458566,0.0001047386],"category_scores_gemma":[0.0004257266,0.0001976468,0.00009910019,0.0002414205,0.00004629026,0.000198225,0.00003406494,0.0002396525,0.00005987137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001537972,"about_ca_system_score_gemma":0.00006331175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005156504,"about_ca_topic_score_gemma":0.00003709319,"domain_scores_codex":[0.9982694,0.0001286394,0.0002481702,0.0007336758,0.0003179517,0.0003021634],"domain_scores_gemma":[0.99918,0.0003550579,0.00006954303,0.0002279399,0.00004956246,0.0001179041],"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":[0.000193709,0.00005952405,0.000005542942,0.00001076167,0.00002163577,0.00009753196,0.0005876249,0.000009113384,0.9624924,0.01635308,0.00008283084,0.02008626],"study_design_scores_gemma":[0.01688644,0.003095872,0.01387707,0.001417883,0.001165313,0.0001020533,0.003407431,0.640001,0.1536244,0.06044103,0.1023199,0.003661651],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831972,0.003033918,0.004520261,0.003764004,0.002609722,0.001059248,0.0004485038,0.0006085085,0.0007586223],"genre_scores_gemma":[0.9981124,0.00009511216,0.00006555428,0.0004472644,0.0003603136,0.0001201703,0.00000453453,0.00003993688,0.000754673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.808868,"threshold_uncertainty_score":0.8059805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04364397814636035,"score_gpt":0.3181377922821704,"score_spread":0.2744938141358101,"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."}}