{"id":"W4306405883","doi":"10.1016/j.jhsa.2022.08.014","title":"Quantifying Donor Deficits Following Nerve Transfer Surgery in Tetraplegia","year":2022,"lang":"en","type":"article","venue":"The Journal Of Hand Surgery","topic":"Nerve Injury and Rehabilitation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Tetraplegia; Surgery; Nerve repair; Physical medicine and rehabilitation; Anesthesia; Anatomy; Peripheral nerve; Spinal cord; Spinal cord injury","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":[0.006209868,0.0001133812,0.0005386597,0.0004880226,0.0002592571,0.00001851672,0.00008262804,0.00003832584,0.0001274213],"category_scores_gemma":[0.0003833983,0.00007254916,0.000637705,0.000513869,0.00004932271,0.0001591046,0.00001723699,0.0005343261,0.00000194848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008208194,"about_ca_system_score_gemma":0.0002756822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003987502,"about_ca_topic_score_gemma":0.0000207388,"domain_scores_codex":[0.9978238,0.0005774007,0.0008010138,0.00008957464,0.0004722172,0.0002360191],"domain_scores_gemma":[0.995633,0.003945565,0.0001383917,0.0001449252,0.00006456556,0.00007355906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004696209,0.0007303862,0.8605589,0.0003014841,0.0003784262,0.0020471,0.005348331,0.001022098,0.1002615,0.0000663951,0.006068918,0.0185203],"study_design_scores_gemma":[0.003997837,0.001288992,0.9258157,0.002098481,0.001052628,0.006287883,0.01530698,0.0003035559,0.03023443,0.0006566178,0.01212855,0.0008283225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933687,0.003019515,0.0001182185,0.001900645,0.001412559,0.0001136848,0.000002982592,0.000007408695,0.00005622169],"genre_scores_gemma":[0.9993858,0.0001124672,0.00002473821,0.0002240741,0.0001488952,0.000004530948,0.000003728696,0.0000184017,0.00007730043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07002704,"threshold_uncertainty_score":0.2958469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05398017603572871,"score_gpt":0.29184891984197,"score_spread":0.2378687438062413,"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."}}