{"id":"W4414259996","doi":"10.56056/amj.2025.361","title":"The Effect of Autologous Fat Grafting on Scar Quality and Appearance","year":2025,"lang":"en","type":"article","venue":"Advanced medical journal","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scars; Vascularity; Skin grafting; Plastic surgery; Adipose tissue; Scar tissue; Abdomen","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005725935,0.0001618065,0.000168827,0.0002610066,0.00009524619,0.0001848267,0.00009017689,0.0001121682,0.001263796],"category_scores_gemma":[0.001175164,0.00004932434,0.0002870735,0.0001882479,0.0001795598,0.0001600862,0.0001405616,0.0002288385,0.0001059603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001127198,"about_ca_system_score_gemma":0.000117925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002409379,"about_ca_topic_score_gemma":0.0004030636,"domain_scores_codex":[0.9997104,0.0001012531,0.00002486848,0.00001751593,0.0001040415,0.00004182482],"domain_scores_gemma":[0.9987602,0.0004771777,0.0003928177,0.00005390239,0.0001828682,0.0001330055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01369729,0.004523539,0.7133297,0.0004460279,0.000332269,0.001597086,0.0004593274,0.001002303,0.06683701,0.00007230442,0.0003742671,0.1973289],"study_design_scores_gemma":[0.0002505172,0.05004286,0.9226944,0.00005855104,0.0002067211,0.005019787,0.0005868756,0.0009667765,0.01914664,0.00005364206,0.000956648,0.00001656957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991211,0.000379999,0.0000957478,0.00001371629,0.000004949025,0.00001394984,0.0000242753,0.000002068575,0.0003441496],"genre_scores_gemma":[0.9995066,0.0001633576,0.0001393728,0.00001330019,0.000007430311,0.000007797013,0.00003358544,6.90242e-7,0.0001278771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001263796,"threshold_uncertainty_score":0.004227817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01475893293817264,"score_gpt":0.4058974141125837,"score_spread":0.391138481174411,"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."}}