{"id":"W1995573585","doi":"10.1016/j.jbiomech.2005.03.001","title":"Predictions of co-contraction depend critically on degrees-of-freedom in the musculoskeletal model","year":2005,"lang":"en","type":"article","venue":"Journal of Biomechanics","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Degrees of freedom (physics and chemistry); Set (abstract data type); Control theory (sociology); Mathematics; Computer science; Physics; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007317613,0.0006016825,0.0006129196,0.0003431295,0.0004299087,0.0008298623,0.0006179755,0.001261509,0.001931152],"category_scores_gemma":[0.005145254,0.0005761739,0.000357027,0.0002202526,0.0009201263,0.001551901,0.0006149362,0.001087587,0.0005539348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003612889,"about_ca_system_score_gemma":0.0006267288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003318567,"about_ca_topic_score_gemma":0.002761392,"domain_scores_codex":[0.9997405,0.00009961362,0.00001018536,0.00005509257,0.000052681,0.00004192612],"domain_scores_gemma":[0.9974535,0.001911492,0.0001382589,0.0002060998,0.0001420457,0.0001484572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005218509,0.00002226963,0.0009630852,0.00002483115,0.00000995701,0.00007221189,0.00002512299,0.9868062,0.00305431,0.006484312,0.0002379678,0.002247549],"study_design_scores_gemma":[0.000002989523,0.000007148911,0.0005680514,0.000003231071,0.00000204174,0.00001754074,0.000005292519,0.9957114,0.0003923412,0.00322734,0.00005475255,0.000007941466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4843352,0.0004909678,0.4982838,0.001294342,0.0001980902,0.00005514441,0.0002115247,0.0003770674,0.01475378],"genre_scores_gemma":[0.9953561,0.00009937946,0.003094755,0.00003996276,0.00001646023,0.0000179683,0.00002621137,0.00005454495,0.001294623],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003318567,"threshold_uncertainty_score":0.006598532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01654838360662752,"score_gpt":0.2658190195680887,"score_spread":0.2492706359614612,"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."}}