{"id":"W4402050054","doi":"10.1097/gox.0000000000006111","title":"SCOPING: A Pilot Study Exploring the Role of A Series of Clinical Observational Parameters as Indicators of Nerve Regeneration","year":2024,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Infrared Thermography in Medicine","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hand and Upper Limb Clinic","funders":"Queen Elizabeth Hospital Birmingham Charity","keywords":"Regeneration (biology); Observational study; Series (stratigraphy); Neuroscience; Medicine; Physical medicine and rehabilitation; Psychology; Biology; Internal medicine; Cell 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":[],"consensus_categories":[],"category_scores_codex":[0.001798946,0.0001932467,0.00098925,0.0002498583,0.00005313392,0.00002590704,0.0002569522,0.0000532172,0.00009529861],"category_scores_gemma":[0.003733156,0.0001375259,0.0002053984,0.001187328,0.0007274218,0.000376968,0.0001516307,0.0002311195,0.00000298654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005273637,"about_ca_system_score_gemma":0.001063276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003825711,"about_ca_topic_score_gemma":0.00003545306,"domain_scores_codex":[0.9970189,0.0003644414,0.001502674,0.0003574616,0.0005636775,0.0001928918],"domain_scores_gemma":[0.9949786,0.003698579,0.0005806267,0.0003446337,0.0002959119,0.0001016237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002332872,0.0004355454,0.9626174,0.0002879256,0.001172669,0.00002871311,0.0005156625,0.00003261003,0.000624456,0.006793587,0.00005969522,0.02509885],"study_design_scores_gemma":[0.001220111,0.00454051,0.9629565,0.005858111,0.0007198695,0.0001853742,0.007578348,0.0001422843,0.01032312,0.006205968,0.000043571,0.0002262342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949792,0.0004136287,0.00006503553,0.00008954195,0.001721586,0.001278031,0.0001037444,0.00002198495,0.001327244],"genre_scores_gemma":[0.9982471,0.00004615785,0.001393457,0.00002307213,0.0001053725,0.0001348993,0.00002671548,0.00001570174,0.00000752603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02487261,"threshold_uncertainty_score":0.5608145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1484645954980461,"score_gpt":0.3676411186573284,"score_spread":0.2191765231592823,"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."}}