{"id":"W3210708485","doi":"10.1186/s42490-021-00057-5","title":"Training muscle activation patterns of the lower paretic extremity using directional exertion improves mobility in persons with hemiparesis: a pilot study","year":2021,"lang":"en","type":"article","venue":"BMC Biomedical Engineering","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre for Interdisciplinary Research in Rehabilitation","funders":"Fonds de recherche du Québec – Nature et technologies","keywords":"Hemiparesis; Exertion; Physical medicine and rehabilitation; Sagittal plane; Physical therapy; Medicine; Stroke (engine); Gait; Electromyography; Psychology; Anatomy","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":[0.0001634129,0.0001537948,0.0002014204,0.0001244608,0.00005718684,0.00001463667,0.00008202223,0.00004271254,0.00002042399],"category_scores_gemma":[0.000124853,0.0001235833,0.00005235332,0.0007107451,0.00003512563,0.0001112562,0.00003203443,0.0002136594,5.338722e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001244585,"about_ca_system_score_gemma":0.00005374289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008785519,"about_ca_topic_score_gemma":0.0001273443,"domain_scores_codex":[0.998961,0.0000345807,0.0002600417,0.0002106093,0.0002984328,0.0002352938],"domain_scores_gemma":[0.9995739,0.0001102563,0.00003797139,0.0001812851,0.00004237899,0.00005413972],"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":[0.0000727885,0.001761858,0.06158478,0.0005137271,0.0002131767,0.000007043244,0.003179948,0.04521676,0.8741777,0.00001832132,0.00001226962,0.01324163],"study_design_scores_gemma":[0.0006058179,0.0001664701,0.9132302,0.0002916332,0.00002976666,0.000004794626,0.002182611,0.07010575,0.0131247,0.000004434959,0.00004676687,0.0002069829],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96345,0.00005738854,0.03595289,0.00002086982,0.000177715,0.0002050548,0.000005878821,0.0001038778,0.00002639956],"genre_scores_gemma":[0.9991924,0.000004743954,0.0006576487,0.000006711858,0.00005179004,0.0000578923,0.000004360179,0.00002111965,0.000003341217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.861053,"threshold_uncertainty_score":0.5039579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02951361803041275,"score_gpt":0.2291893631785368,"score_spread":0.1996757451481241,"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."}}