{"id":"W4408449084","doi":"10.3390/curroncol32030165","title":"Chest Wall Perforator Flaps in Breast Conservation: Versatile, Affordable, and Scalable: Insights from the Largest Single-Surgeon Audit from India","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Audit; General surgery; Sentinel node; Surgery; Breast surgery; Observational study; Multidisciplinary team; Biopsy; Breast cancer; Radiology; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001778114,0.0001601452,0.0001427163,0.0008974552,0.0006917795,0.001586942,0.0004897619,0.0002350164,0.001118737],"category_scores_gemma":[0.008378718,0.0002166868,0.0001989347,0.001554768,0.0008409654,0.0007319037,0.000929629,0.0005579154,0.0001938735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007672317,"about_ca_system_score_gemma":0.002099464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008886772,"about_ca_topic_score_gemma":0.02221261,"domain_scores_codex":[0.997911,0.0007150039,0.0001842104,0.0001483752,0.000679381,0.0003619638],"domain_scores_gemma":[0.9912825,0.002685594,0.004104065,0.0004425413,0.0009033469,0.0005820164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007450279,0.00006064936,0.9719937,0.0001250665,0.00001906743,0.001224654,0.003775658,0.0000717064,0.0004813789,0.0001792649,0.0007808594,0.02121355],"study_design_scores_gemma":[0.000007696732,0.0002096502,0.9727045,0.000216084,0.00004478194,0.005907447,0.01528959,0.000281606,0.0005027218,0.0001212869,0.004689195,0.00002538661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975406,0.0007349834,0.0001418046,0.000349877,0.00001065615,0.00001855397,0.00008404731,0.000004017217,0.001115398],"genre_scores_gemma":[0.998494,0.001000224,0.0001275248,0.0001667047,0.00001490918,0.000006448934,0.00005417814,0.000004474985,0.0001315631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008886772,"threshold_uncertainty_score":0.01767009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03420843646655634,"score_gpt":0.2899464135970937,"score_spread":0.2557379771305374,"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."}}