{"id":"W4402484653","doi":"10.1097/gox.0000000000006152","title":"Fat Necrosis in Single Perforator Deep Inferior Epigastric Artery and Superficial Epigastric Artery Perforator Free Flaps: A Prospective Randomized Study","year":2024,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Fat necrosis; Medicine; Breast reconstruction; DIEP flap; Surgery; Perforator flaps; Mastectomy; Randomization; Necrosis; Randomized controlled trial; Breast cancer; Cancer; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002647713,0.0009877052,0.003403382,0.001188335,0.0002906429,0.0008502389,0.000442509,0.0003730869,0.0004077541],"category_scores_gemma":[0.004488198,0.0008596319,0.0007317519,0.00249824,0.001143037,0.001565753,0.0006394655,0.0008846517,0.00005777346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001004561,"about_ca_system_score_gemma":0.001043456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003258557,"about_ca_topic_score_gemma":0.0003401975,"domain_scores_codex":[0.9935598,0.001106303,0.00180801,0.001842638,0.0005967806,0.001086447],"domain_scores_gemma":[0.9939419,0.004003594,0.0003256654,0.0007713443,0.0004523629,0.000505103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02526333,0.001039325,0.8985909,0.0002814556,0.001875311,0.001338843,0.0007701644,0.000003460778,0.001727463,0.0004485656,0.0003827172,0.06827843],"study_design_scores_gemma":[0.1646105,0.00410187,0.7474548,0.007250233,0.005007848,0.01744722,0.0151901,0.002650893,0.01147518,0.01914645,0.0005662029,0.005098715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869366,0.001410566,0.001333803,0.00008759648,0.002208997,0.00613576,0.0003349463,0.0002982746,0.001253507],"genre_scores_gemma":[0.9956137,0.0001668405,0.002538799,0.0000709973,0.0003241349,0.001101641,0.0000549734,0.00009230183,0.00003663744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1511362,"threshold_uncertainty_score":0.9993854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01592017383267855,"score_gpt":0.2613813118241917,"score_spread":0.2454611379915132,"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."}}