{"id":"W4407163886","doi":"10.3390/medicina61020272","title":"Shoulder Musculoskeletal Disorder Rehabilitation Using a Robotic Device Based on Electromyography (EMG) Biofeedback: A Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"Medicina","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski; Université du Québec à Chicoutimi","funders":"","keywords":"Biofeedback; Rehabilitation; Medicine; Electromyography; Physical therapy; Retrospective cohort study; Physical medicine and rehabilitation; Cohort; Range of motion; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006929048,0.0003676809,0.0005124764,0.0008038707,0.0007421849,0.0005903668,0.0003965901,0.0004567643,0.001231656],"category_scores_gemma":[0.001303041,0.0004544946,0.0006106779,0.0009272471,0.0003181102,0.0005010035,0.0004897056,0.0004958034,0.0003641894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004624566,"about_ca_system_score_gemma":0.0006592105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007215739,"about_ca_topic_score_gemma":0.008570915,"domain_scores_codex":[0.999239,0.0001298417,0.0001035264,0.0002296103,0.0001620559,0.000136121],"domain_scores_gemma":[0.9990782,0.0001389634,0.0003464476,0.0001163409,0.0001560477,0.0001640186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001354961,0.0001635483,0.998038,0.00001284174,0.00003842846,0.0001810748,0.000138973,0.000008905574,0.0002686102,0.000006876669,0.0000399368,0.0009672977],"study_design_scores_gemma":[0.00002438506,0.001147789,0.9963456,0.00001676756,0.00007483013,0.001091949,0.0008293967,0.00009127698,0.0001051659,0.000008426856,0.0002565021,0.00000788521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999513,0.0001243155,0.00008362599,0.000007144207,0.000003296205,0.00003214867,0.0000836236,0.000001445732,0.0001513226],"genre_scores_gemma":[0.999195,0.0001561145,0.0001262479,0.00004092772,0.000009900778,0.00004808576,0.0002323898,0.000002720897,0.0001885955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007215739,"threshold_uncertainty_score":0.01434749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008240004544212224,"score_gpt":0.3117459727185853,"score_spread":0.3035059681743731,"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."}}