{"id":"W4391755925","doi":"10.36227/techrxiv.170775788.87183378/v1","title":"Sensory Feedback by Direct Neural Stimulation Improves Amputee Prediction of Object Slip","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Vetenskapsrådet; Stiftelsen Promobilia","keywords":"Sensory system; Stimulation; Neuroscience; Sensory stimulation therapy; Slip (aerodynamics); Computer science; Object (grammar); Artificial intelligence; Psychology; Engineering; Aerospace engineering","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":[0.0002519433,0.0003401397,0.000173294,0.0001446853,0.00006764712,0.0001959701,0.0001198901,0.0002762179,0.001813517],"category_scores_gemma":[0.001603036,0.0001360599,0.0001141283,0.00004563569,0.0001928817,0.0002081076,0.0003302412,0.0002331834,0.0002151385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006425842,"about_ca_system_score_gemma":0.0001418247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003962587,"about_ca_topic_score_gemma":0.0005122737,"domain_scores_codex":[0.9999142,0.0000180628,0.000008484884,0.00002113339,0.00002775432,0.0000103333],"domain_scores_gemma":[0.9997235,0.0001767353,0.000037185,0.00001907016,0.00002361428,0.00001988277],"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":[0.001450458,0.0005075682,0.003648142,0.0001947142,0.00002101738,0.0001144148,0.0001366778,0.004355875,0.9060597,0.00005477263,0.000155505,0.08330104],"study_design_scores_gemma":[0.0003120566,0.01360538,0.1767679,0.0001027455,0.0001120037,0.001082608,0.0003231486,0.1174621,0.6872697,0.001099955,0.001808104,0.0000542801],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815709,0.0001664053,0.01730276,0.00004571829,0.00001852492,0.00002697423,0.00002295083,0.0001253273,0.000720571],"genre_scores_gemma":[0.9950316,0.00009286421,0.004047394,0.0000202517,0.000006039963,0.00001203205,0.00002087713,0.00001038223,0.0007584921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001813517,"threshold_uncertainty_score":0.006066859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01241825513048823,"score_gpt":0.2183009668869096,"score_spread":0.2058827117564213,"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."}}