{"id":"W4410957907","doi":"10.17116/hirurgia202506151","title":"Repeated breast reconstruction after previous complications","year":2025,"lang":"en","type":"article","venue":"Pirogov Russian Journal of Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Defence Medical Centre","funders":"","keywords":"Capsular contracture; Medicine; Breast reconstruction; Surgery; Implant; Mastectomy; Contracture; Silicone; Stage (stratigraphy); Prosthesis; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005220588,0.0003098758,0.0003821502,0.0005236552,0.0002830529,0.0004171378,0.0002578867,0.0002858813,0.002724958],"category_scores_gemma":[0.00234225,0.00009977606,0.0007174009,0.0003243134,0.0001918199,0.0002079519,0.0003133263,0.0002771882,0.0002297499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001683427,"about_ca_system_score_gemma":0.0001939938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001828072,"about_ca_topic_score_gemma":0.0003122747,"domain_scores_codex":[0.9995344,0.0001380339,0.00004014062,0.00007381864,0.00008908696,0.0001245386],"domain_scores_gemma":[0.998713,0.0004115047,0.0005269554,0.00008047031,0.00006849882,0.0001996088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001549149,0.0004426975,0.8658543,0.0003478189,0.0003978222,0.009514782,0.0002045416,0.000599476,0.002725229,0.0001066017,0.0004721147,0.1177855],"study_design_scores_gemma":[0.0001500105,0.004511714,0.8455097,0.000254959,0.0004413929,0.1412804,0.000590777,0.001170504,0.002919425,0.0001939901,0.00294316,0.0000340891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948089,0.003868541,0.0002715099,0.00004370241,0.00002557859,0.00001580838,0.00005196728,0.00001142173,0.0009024188],"genre_scores_gemma":[0.9986196,0.0007945762,0.000199332,0.0000382886,0.00003783997,0.000008794963,0.00009397457,0.000002894287,0.0002048108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002724958,"threshold_uncertainty_score":0.009115875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01554189968654593,"score_gpt":0.2637959641679049,"score_spread":0.248254064481359,"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."}}