{"id":"W2800218179","doi":"10.1055/s-0038-1642068","title":"The Use of Dynamic Assist Orthosis for Muscle Reeducation following Brachial Plexus Injury and Reconstruction","year":2018,"lang":"en","type":"article","venue":"Journal of Hand and Microsurgery","topic":"Nerve Injury and Rehabilitation","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Western University; St Joseph's Health Care","funders":"","keywords":"Medicine; Brachial plexus; Muscle contracture; Rehabilitation; Range of motion; Physical medicine and rehabilitation; Muscle atrophy; Brachial plexus injury; Physical therapy; Muscle power; Elbow; Atrophy; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005660777,0.00005759307,0.0001796387,0.00009057346,0.0002344237,0.00004666604,0.00001566704,0.00004882041,0.00000203434],"category_scores_gemma":[0.0003583622,0.00003608591,0.0001227686,0.00006276405,0.0002180258,0.0002001037,0.000007147261,0.00007259908,9.788139e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001740812,"about_ca_system_score_gemma":0.00008480989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008009087,"about_ca_topic_score_gemma":0.00001532644,"domain_scores_codex":[0.9993725,0.00003630261,0.0003676423,0.00007236342,0.00007062359,0.00008053151],"domain_scores_gemma":[0.9990046,0.0003868465,0.0002945482,0.00006206051,0.0002042702,0.00004766598],"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":[0.0007356009,0.00005335147,0.0796884,0.0000745253,0.00007474459,8.517978e-7,0.0002847337,8.429269e-8,0.5210571,0.00001683934,0.000757976,0.3972558],"study_design_scores_gemma":[0.001204694,0.001396689,0.9527938,0.0006537711,0.0002896391,0.0003575165,0.0006924096,0.00007180224,0.02818975,0.0005281329,0.01371704,0.0001047891],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975052,0.000555168,0.0002470155,0.0004853029,0.001085617,0.0001073321,0.000007601423,0.000002025918,0.000004724602],"genre_scores_gemma":[0.9972883,0.000187809,0.002086524,0.0000544379,0.0002321009,0.000001771283,0.000002232487,0.000006363071,0.000140426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8731053,"threshold_uncertainty_score":0.1803021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0229981091230725,"score_gpt":0.2987932793951114,"score_spread":0.2757951702720389,"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."}}