{"id":"W4387708166","doi":"10.1098/rspb.2023.1475","title":"Reinforcement-based processes actively regulate motor exploration along redundant solution manifolds","year":2023,"lang":"en","type":"article","venue":"Proceedings of the Royal Society B Biological Sciences","topic":"Motor Control and Adaptation","field":"Neuroscience","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Institute of General Medical Sciences; Natural Sciences and Engineering Research Council of Canada","keywords":"Reinforcement; Reinforcement learning; Computer science; Control theory (sociology); Psychology; Artificial intelligence; Social psychology; Control (management)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008253144,0.0001488923,0.0001553161,0.00003398092,0.000890539,0.0001210131,0.0005716145,0.00009794538,0.00001753634],"category_scores_gemma":[0.001111983,0.00007987029,0.0001458117,0.001183788,0.0006565663,0.0004300227,0.0001686236,0.0001017856,0.00001326191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004645488,"about_ca_system_score_gemma":0.00007069077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003268928,"about_ca_topic_score_gemma":9.001026e-7,"domain_scores_codex":[0.9983047,0.00002133327,0.0002800263,0.0004519329,0.0005467556,0.0003952513],"domain_scores_gemma":[0.9992434,0.0001643761,0.0003419565,0.0000537647,0.0001420772,0.00005439493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006922945,0.00004777256,0.002784705,0.00008018282,0.00000480586,1.616285e-7,0.0004888618,0.001411122,0.9898914,0.003819496,0.0003314325,0.00107085],"study_design_scores_gemma":[0.0006688019,0.001086084,0.05446073,0.0001625282,0.00002451696,0.000001315404,0.001697183,0.3995586,0.5354302,0.005908852,0.0005890693,0.0004121475],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956605,0.00001540337,0.000476179,0.002127045,0.0001436072,0.000473318,0.00000918768,0.0001954743,0.000899272],"genre_scores_gemma":[0.998857,0.00006399929,0.0003299658,0.0002885779,0.00007417165,0.00006949934,0.000001596202,0.000004767645,0.0003104064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4544612,"threshold_uncertainty_score":0.6849396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08045342214158076,"score_gpt":0.2711464835044267,"score_spread":0.1906930613628459,"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."}}