{"id":"W4417159152","doi":"10.1097/gox.0000000000007331","title":"Effect of Coronavirus Disease 2019 Pandemic on Delivery of Breast Reconstructive Services and Outcomes","year":2025,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Reconstructive surgery; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus; Breast reconstruction","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":[0.0004753586,0.0004063644,0.001480904,0.0003159746,0.00009714766,0.00003552641,0.000210842,0.0001839225,0.0001052789],"category_scores_gemma":[0.0001737995,0.0003146253,0.0002727112,0.0004291773,0.000705563,0.0003252738,0.000231276,0.0002198943,0.00001193908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000164971,"about_ca_system_score_gemma":0.0005250544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006757736,"about_ca_topic_score_gemma":0.00006706756,"domain_scores_codex":[0.9977763,0.0002745498,0.0007707459,0.0005704907,0.000269731,0.000338129],"domain_scores_gemma":[0.9953296,0.003322241,0.0005139617,0.0003263143,0.00024948,0.000258448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0067932,0.00006225418,0.6472241,0.0004430748,0.0005075664,0.00001429682,0.000009824734,0.000002439087,0.00007576137,0.0004032114,0.00002707092,0.3444372],"study_design_scores_gemma":[0.00265676,0.0002648518,0.9861462,0.002343605,0.0007670072,0.00567058,0.0001838034,0.00006852436,0.0007306841,0.0008852427,0.00001809547,0.0002646641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929702,0.0003097447,0.00001943192,0.00004486074,0.0018514,0.000914491,0.001926517,0.00003772468,0.001925691],"genre_scores_gemma":[0.9994752,0.00008891503,0.0001759073,0.00003867247,0.00003681618,0.00002702099,0.00007785439,0.0000144045,0.00006524433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3441725,"threshold_uncertainty_score":0.9999306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01532489296614953,"score_gpt":0.2979283879226978,"score_spread":0.2826034949565482,"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."}}