{"id":"W2794469421","doi":"10.1101/270116","title":"Spinal stretch reflexes exploit musculoskeletal redundancy to support postural hand control","year":2018,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Motor Control and Adaptation","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Stretch reflex; Reflex; Physical medicine and rehabilitation; Elbow; Wrist; Redundancy (engineering); Joint (building); Control theory (sociology); Computer science; Motor control; Displacement (psychology); Electromyography; Neuroscience; Anatomy; Psychology; Medicine; Control (management); Engineering; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002043584,0.0002767847,0.0002302383,0.0001870624,0.0001440357,0.0003660708,0.0002784859,0.0002624539,0.001490613],"category_scores_gemma":[0.0006860181,0.0001548903,0.0001628204,0.00006230986,0.0003678058,0.0003016352,0.0005289927,0.0004421614,0.0002036226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002246529,"about_ca_system_score_gemma":0.0002279279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006579467,"about_ca_topic_score_gemma":0.0007278246,"domain_scores_codex":[0.9998879,0.0000171757,0.00001068691,0.00002310732,0.00002814021,0.00003285525],"domain_scores_gemma":[0.9997607,0.0000556111,0.00006650529,0.00004290949,0.00003429664,0.00003997793],"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":[0.00009113578,0.00001393633,0.000499572,0.00003521366,0.00001081289,0.00008322726,0.00002018328,0.0009678486,0.9925849,0.0003316216,0.00004505692,0.005316623],"study_design_scores_gemma":[0.0001368014,0.001712946,0.111726,0.00007250445,0.00008797429,0.001297052,0.000234854,0.06824396,0.8079546,0.005394403,0.003080988,0.00005800417],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824619,0.0004344496,0.01453022,0.0001458546,0.0000309403,0.00001642156,0.00004523896,0.0001876457,0.002147533],"genre_scores_gemma":[0.9973321,0.00008144684,0.002121519,0.00002215785,0.000006733149,0.000004519319,0.00001148884,0.00001258004,0.0004074774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001490613,"threshold_uncertainty_score":0.004986644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0272216912199724,"score_gpt":0.2703708570251415,"score_spread":0.2431491658051691,"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."}}