{"id":"W1996624596","doi":"10.1109/tnsre.2012.2205943","title":"Prediction of Stroke Motor Recovery Using Reflex Stiffness Measures at One Month","year":2012,"lang":"en","type":"article","venue":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Elbow; Physical medicine and rehabilitation; Stroke (engine); Physical therapy; Medicine; Stretch reflex; Reflex; Motor function; Electromyography; Surgery; Anesthesia","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000397312,0.0006219631,0.0004496007,0.0005884674,0.0001710942,0.0002583606,0.0001928807,0.0004152643,0.0005869892],"category_scores_gemma":[0.001935212,0.0001378172,0.0002878889,0.0002070722,0.0001393872,0.0003563494,0.0002649187,0.0003895112,0.0003717409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001604011,"about_ca_system_score_gemma":0.0002063723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003824513,"about_ca_topic_score_gemma":0.00565696,"domain_scores_codex":[0.9998366,0.00002614131,0.00002138317,0.00004290804,0.00004546638,0.00002765115],"domain_scores_gemma":[0.9993588,0.0001671282,0.0002668659,0.00004261039,0.00007500327,0.00008956826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003505483,0.0006853552,0.8439767,0.000106492,0.0001723797,0.0002729149,0.0002187754,0.009554642,0.04276345,0.00006557743,0.0003514395,0.09832685],"study_design_scores_gemma":[0.000020818,0.001220287,0.962972,0.00001236237,0.00005253898,0.0002678534,0.00007257969,0.02997023,0.005149705,0.00008313949,0.0001470456,0.00003147783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953446,0.0001415622,0.00399407,0.00001728774,0.000005787668,0.00001800919,0.0001659713,0.00006709425,0.0002456046],"genre_scores_gemma":[0.9983745,0.00007493412,0.00100876,0.000004481898,0.000005047381,0.00001063386,0.0002725776,0.000003482207,0.0002456119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003824513,"threshold_uncertainty_score":0.00760448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03223683285102104,"score_gpt":0.249312478798161,"score_spread":0.21707564594714,"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."}}