{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001644547,0.0001772214,0.0002151028,0.0004419486,0.0003569268,0.0007557261,0.0002831325,0.0003036984,0.00199383],"category_scores_gemma":[0.005803003,0.0001342269,0.0005997148,0.000623593,0.0002855727,0.0005227503,0.0008448714,0.0007523833,0.0001269631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008559651,"about_ca_system_score_gemma":0.001067111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005509953,"about_ca_topic_score_gemma":0.006631874,"domain_scores_codex":[0.9988924,0.0002579263,0.0001269819,0.0001875797,0.0001977007,0.0003375823],"domain_scores_gemma":[0.9942626,0.0008729486,0.003679357,0.0001843836,0.000318279,0.0006823493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001543411,0.00002904969,0.9978471,0.0000173297,0.00005998177,0.00003303574,0.00005275703,0.00007481137,0.00003976989,0.00004043279,0.0001877474,0.001463648],"study_design_scores_gemma":[0.000006646715,0.0001656642,0.998799,0.00003157731,0.00002785917,0.0001158163,0.0003040709,0.0001910061,0.00003534626,0.00003317126,0.0002853588,0.000004426032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975604,0.0006732298,0.00007784313,0.0002550938,0.00002698991,0.00001424322,0.00067763,0.000002243412,0.0007123764],"genre_scores_gemma":[0.9990187,0.0002181917,0.00003548094,0.00006351565,0.0000263287,0.00001222077,0.0005523224,0.000001719844,0.00007148957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005509953,"threshold_uncertainty_score":0.01095575,"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."}}