{"id":"W4414192680","doi":"10.1088/1361-6579/ae06ee","title":"Quantifying movement fluency in amputees in key functional tasks","year":2025,"lang":"en","type":"article","venue":"Physiological Measurement","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"NIHR Cambridge Biomedical Research Centre","keywords":"Fluency; Movement (music); Functional movement; Amputation; Smoothness; Key (lock); Rehabilitation","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":[0.000953967,0.0004829073,0.000300553,0.00117404,0.0001495154,0.000361629,0.0001875457,0.0003691996,0.001544195],"category_scores_gemma":[0.004669054,0.0001131434,0.0002340318,0.0003702689,0.0002533974,0.0003331952,0.0004958462,0.0001931376,0.0003609434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001136515,"about_ca_system_score_gemma":0.00007748171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007445191,"about_ca_topic_score_gemma":0.001021958,"domain_scores_codex":[0.9994753,0.0001805781,0.0000823757,0.00008938771,0.0001259212,0.00004648514],"domain_scores_gemma":[0.9984822,0.000623956,0.0004085925,0.00008414543,0.0002947177,0.0001063895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002494493,0.000502468,0.8612252,0.0002955935,0.0002560638,0.0003468567,0.001697588,0.003748426,0.04225313,0.0000955913,0.0005919624,0.0864926],"study_design_scores_gemma":[0.00002257794,0.0009777241,0.9920019,0.00002150282,0.00002825744,0.0004578624,0.000404821,0.002833688,0.002940055,0.00007224341,0.000221277,0.00001816649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975562,0.00006558248,0.00170259,0.000005370498,0.000002018209,0.00003668901,0.0001681076,0.00002033477,0.0004430501],"genre_scores_gemma":[0.9977196,0.00004167332,0.001552492,0.000009145347,0.000002833493,0.00005542483,0.0002608373,0.000004981508,0.0003529704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001544195,"threshold_uncertainty_score":0.005165875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08605983290246823,"score_gpt":0.259775077242178,"score_spread":0.1737152443397098,"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."}}