{"id":"W4416972678","doi":"10.62713/aic.3871","title":"Using Implantable Artificial Dermis-PELNAC as a Functional Material to Guide Reconstruction of Finger Body Defect","year":2025,"lang":"en","type":"article","venue":"Annali Italiani di Chirurgia","topic":"Reconstructive Facial Surgery Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Finger joint; Joint (building); Skin transplantation; Artificial skin; 3d printed","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003580887,0.0002757929,0.0006001042,0.0004726348,0.0001679297,0.00005500435,0.00009760069,0.0002042725,0.001136578],"category_scores_gemma":[0.0002464333,0.0002771113,0.0003057024,0.0005754218,0.0001467532,0.0002160423,0.00008048,0.0001599624,0.0000523539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001992064,"about_ca_system_score_gemma":0.0004493681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000978115,"about_ca_topic_score_gemma":0.00002783866,"domain_scores_codex":[0.9980081,0.00008442891,0.0007385429,0.0004673004,0.0003017304,0.0003998866],"domain_scores_gemma":[0.9989239,0.00006312717,0.0001942558,0.0003457321,0.0003131251,0.0001598547],"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":[0.002107663,0.0001946574,0.116164,0.0001874236,0.0005015449,0.00005188322,0.00007244226,0.00001923765,0.8254712,0.005242488,0.03115281,0.01883467],"study_design_scores_gemma":[0.0005441692,0.0002970997,0.06514981,0.0007923855,0.0003387849,0.001207872,0.0001975272,0.000114537,0.8998825,0.005150784,0.0258716,0.0004529342],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660628,0.00005576738,0.001863216,0.0001604931,0.0016815,0.0005549557,0.0001295383,0.0001563997,0.02933528],"genre_scores_gemma":[0.9948426,0.00001149086,0.00228404,0.0005377977,0.0003771998,0.00003959502,0.00008657272,0.00003681404,0.001783922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07441128,"threshold_uncertainty_score":0.9999681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03375985512192457,"score_gpt":0.3346755380234359,"score_spread":0.3009156829015113,"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."}}