{"id":"W2412684495","doi":"10.1123/mcj.4.1.81","title":"Overcomplete Musculature or Underspecified Tasks?","year":2000,"lang":"en","type":"letter","venue":"Motor Control","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"A priori and a posteriori; Simple (philosophy); Computer science; Degrees of freedom (physics and chemistry); Control (management); Natural (archaeology); Cognitive psychology; Physical medicine and rehabilitation; Artificial intelligence; Psychology; Epistemology; Medicine; Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004283091,0.0004792159,0.0005919591,0.0002513677,0.0001047531,0.00007111701,0.0002359444,0.0005111414,0.001507598],"category_scores_gemma":[0.00001352038,0.0004005228,0.0003409591,0.0002211816,0.00004463381,0.00008474494,0.00001032306,0.001444751,0.00004907225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001196311,"about_ca_system_score_gemma":0.00002061872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001895532,"about_ca_topic_score_gemma":0.00001429755,"domain_scores_codex":[0.9984198,0.00004766673,0.0002885724,0.0003411831,0.0003199339,0.0005828366],"domain_scores_gemma":[0.9992379,0.0001593669,0.00005129505,0.0004566724,0.00003959435,0.00005515941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004790548,0.00000654188,0.00000431042,0.0001018996,0.0006010598,0.00009345297,0.00004451732,0.00009217261,0.0002706948,0.00001762672,0.9899862,0.008733634],"study_design_scores_gemma":[0.001111028,0.00004293883,0.001476385,0.00003913578,0.00008442732,0.000006950738,0.000007504289,0.0005661703,0.000007231735,0.00006557711,0.9961196,0.0004730595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001053169,0.01058759,0.0108808,0.8772373,0.004835246,0.004202392,0.001278817,0.005335485,0.08458919],"genre_scores_gemma":[0.08152492,0.001267825,0.0002888375,0.8932796,0.01194902,0.0004431685,0.0003859774,0.0003854464,0.0104752],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08047175,"threshold_uncertainty_score":0.9998447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456467939132546,"score_gpt":0.2031400375110008,"score_spread":0.1885753581196754,"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."}}