{"id":"W3181663685","doi":"10.1177/22925503211030017","title":"The Impact of the COVID-19 Pandemic on Breast Reconstruction: A Canadian Perspective","year":2021,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University Health Network; Dalhousie University; Health Sciences Centre; McGill University; University of British Columbia","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Perspective (graphical); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus Infections; Medicine; Virology; Computer science; Infectious disease (medical specialty); Outbreak; Internal medicine; Artificial intelligence; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002276945,0.0001147106,0.0002262058,0.0001107209,0.0002754034,0.00001787476,0.00004924674,0.00008617714,0.0003328867],"category_scores_gemma":[0.002173712,0.00005917376,0.0002820713,0.0003411248,0.0002306205,0.00002985587,0.00001248235,0.0002322618,0.00001633088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007668784,"about_ca_system_score_gemma":0.004531189,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03366234,"about_ca_topic_score_gemma":0.02665907,"domain_scores_codex":[0.9991031,0.0001104116,0.0002093614,0.0001723918,0.0001578281,0.0002468872],"domain_scores_gemma":[0.9942442,0.0049268,0.0001050925,0.0002381384,0.000173925,0.0003118424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003494107,0.00003361084,0.9634842,0.00001850668,0.0002941539,0.00006472852,0.0001782913,0.00004170049,0.00017087,0.0003667226,0.005874983,0.02912288],"study_design_scores_gemma":[0.0003888973,0.00002535831,0.6881615,0.000144322,0.00008673099,0.3086312,0.001481688,0.00008313108,0.00006613442,0.0003593747,0.0004652826,0.0001064189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992946,0.0001832133,0.000009269776,0.001683003,0.003829766,0.0000847312,0.0001286244,0.00002277207,0.001112649],"genre_scores_gemma":[0.9994279,0.00006350896,0.000002972177,0.00005886091,0.0003048303,0.000005605608,0.000008861703,0.000009697806,0.000117763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3085664,"threshold_uncertainty_score":0.9911019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03600906124684992,"score_gpt":0.2833582057473663,"score_spread":0.2473491445005163,"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."}}