{"id":"W4353015476","doi":"10.1097/prs.0000000000010261","title":"Peripheral Nerve Matrix Hydrogel Promotes Recovery after Nerve Transection and Repair","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Nerve injury and regeneration","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"National Institute on Deafness and Other Communication Disorders","keywords":"Medicine; Axon; Regeneration (biology); Nerve injury; Peripheral nerve injury; In vivo; Epineurial repair; Sciatic nerve; Anatomy; Anesthesia; Cell biology; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003767172,0.0002710086,0.0003397362,0.0003588805,0.0002834773,0.00009471575,0.00006695452,0.0001548531,0.0001548902],"category_scores_gemma":[0.001076139,0.0002469989,0.0002606353,0.000669847,0.0003186745,0.0006198082,0.00004010438,0.0002404827,0.00007780287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006399534,"about_ca_system_score_gemma":0.00009798959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002463829,"about_ca_topic_score_gemma":0.00002575157,"domain_scores_codex":[0.9978862,0.000255182,0.0004443619,0.0007300881,0.0002506575,0.0004334822],"domain_scores_gemma":[0.9970974,0.002374813,0.0001437437,0.0002000632,0.00005146515,0.0001325553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0023048,0.0001868091,0.06917788,0.0004881431,0.0001476237,0.001140026,0.0008908515,0.0006391007,0.8891402,0.001051492,0.001661378,0.03317164],"study_design_scores_gemma":[0.0009593781,0.0005885368,0.05946207,0.0004204134,0.0001668669,0.002793137,0.0003796408,0.02338593,0.9013223,0.008359744,0.0005721439,0.001589798],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953797,0.0001084713,0.0002810432,0.00009602804,0.003123555,0.0002596785,0.000104799,0.0004872475,0.0001594575],"genre_scores_gemma":[0.9986273,0.0000720336,0.0001788357,0.00003892093,0.0003322493,0.0001153054,0.0000176048,0.00003835009,0.0005794095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03158184,"threshold_uncertainty_score":0.9999982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02032524196463539,"score_gpt":0.2431653566765472,"score_spread":0.2228401147119118,"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."}}