{"id":"W4410214534","doi":"10.1177/22925503251336254","title":"Integra Dermal Regeneration Template in Reconstruction of Primary Oncologic Defects in the Lower Extremities: A Case Series","year":2025,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Regeneration (biology); Surgery; Margin (machine learning); Soft tissue; Skin grafting; Computer science","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":[0.0009167188,0.0001407098,0.0004651914,0.0005896523,0.00004283983,0.00001273876,0.00004022774,0.0001387305,0.00004154858],"category_scores_gemma":[0.002028401,0.0001038951,0.0001561618,0.0005470301,0.000184502,0.0001718748,0.00001989716,0.0002533485,0.000001303415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001534414,"about_ca_system_score_gemma":0.00032465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001031613,"about_ca_topic_score_gemma":0.0002571055,"domain_scores_codex":[0.9987186,0.0002627712,0.0005143692,0.0002171089,0.0001021724,0.0001849333],"domain_scores_gemma":[0.9949676,0.004625031,0.0001160397,0.0001976713,0.00007266327,0.00002095819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001247456,0.0005016792,0.8195179,0.000677517,0.0001170453,0.00637206,0.000508586,0.00003579936,0.03059925,0.0005313144,0.001672717,0.1382187],"study_design_scores_gemma":[0.003279733,0.0006696285,0.5768282,0.01044247,0.0005206097,0.1181333,0.009249564,0.0004679061,0.2715893,0.003455572,0.004290545,0.001073255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957464,0.0004540772,0.0007226661,0.00007571912,0.00121038,0.0002555322,0.000004641609,0.00003602202,0.001494515],"genre_scores_gemma":[0.9990152,0.0002133102,0.0005066497,0.00008319077,0.00003636422,0.00007598198,0.00001893087,0.000007164539,0.00004326466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2426897,"threshold_uncertainty_score":0.4236721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02231983132736941,"score_gpt":0.2509747486197488,"score_spread":0.2286549172923794,"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."}}