{"id":"W4411809933","doi":"10.1177/22925503251350906","title":"Oncoplastic Breast Reconstruction Complications and Patient-Reported Outcomes","year":2025,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Breast reconstruction; Breast cancer; Patient satisfaction; Breast surgery; Oncoplastic Surgery; Complication; Odds ratio; Mammaplasty; Univariate analysis; Surgery; Mastectomy; Logistic regression; General surgery; Physical therapy; Cancer; Internal medicine; Multivariate analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.0000673288,0.0001390929,0.000327004,0.000354354,0.0001265786,0.0000218742,0.00001843984,0.00009067677,0.00005176126],"category_scores_gemma":[0.0005004358,0.0001157788,0.00008339819,0.0002473955,0.0001343289,0.00007891196,0.00002086109,0.0001311461,0.00002196397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004814863,"about_ca_system_score_gemma":0.0001677747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002959316,"about_ca_topic_score_gemma":0.000008018618,"domain_scores_codex":[0.9990373,0.0000255822,0.0004019501,0.0002409219,0.00011386,0.0001803495],"domain_scores_gemma":[0.9960616,0.003441959,0.000125738,0.0001614737,0.0001013411,0.0001079352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007748541,0.0000524989,0.6089298,0.00004456619,0.0001332547,0.00001094742,0.00001242033,0.000001585987,0.0001621318,0.0001116664,0.0006862008,0.3897774],"study_design_scores_gemma":[0.0004212057,0.00001175647,0.9486334,0.0003089264,0.0001766549,0.04941098,0.0001018956,0.0002877075,0.00006412851,0.0001073239,0.0003709455,0.0001050363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991964,0.00007602452,0.000881511,0.0006632829,0.004915207,0.0001292077,0.00002669871,0.0001249998,0.001219045],"genre_scores_gemma":[0.9994909,0.00001294799,0.0002487839,0.00006299281,0.00004084692,0.00002208197,0.00003973969,0.000009220599,0.00007245709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3896724,"threshold_uncertainty_score":0.4721324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01851215525048947,"score_gpt":0.2511831577915678,"score_spread":0.2326710025410783,"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."}}