{"id":"W4295027557","doi":"10.1177/22925503221120571","title":"Contemporary Approaches to Peripheral Nerve Surgery","year":2022,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Nerve Injury and Rehabilitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Collaboration On Repair Discoveries; University of British Columbia","funders":"","keywords":"Peripheral nerve; Medicine; Neuroscience; Psychology; Anatomy","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":[0.0009316798,0.0001577706,0.0004696352,0.0003133119,0.0001921863,0.00001632839,0.00005355336,0.00004237285,0.0008343384],"category_scores_gemma":[0.002957693,0.0001441422,0.0002986677,0.000465188,0.00005656827,0.00008441161,0.00007727892,0.0002263864,0.00005094381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001233271,"about_ca_system_score_gemma":0.0003834626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003611497,"about_ca_topic_score_gemma":9.125239e-7,"domain_scores_codex":[0.9983324,0.0002207218,0.0004321784,0.0003331851,0.0004030644,0.0002784454],"domain_scores_gemma":[0.9860485,0.01336579,0.00008753801,0.000249075,0.00003450586,0.0002145528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002176279,0.0007946989,0.6541383,0.0003449607,0.0001589578,0.0005226409,0.0008002337,0.0007247078,0.001764243,0.0001705529,0.3308502,0.00755426],"study_design_scores_gemma":[0.0009929613,0.0008593128,0.8274707,0.000304685,0.0001538163,0.0005834954,0.003983991,0.001691914,0.001745427,0.0001719446,0.1609517,0.001090048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917238,0.0003353482,0.0002053174,0.002007133,0.004290296,0.0002195273,0.00003395816,0.0001193801,0.00106519],"genre_scores_gemma":[0.998167,0.000001411709,0.0001262868,0.0003491381,0.0003365615,0.0002384232,0.0001574559,0.00003236024,0.0005913007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1733324,"threshold_uncertainty_score":0.913542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1350006501615943,"score_gpt":0.2639506661953566,"score_spread":0.1289500160337623,"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."}}