{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002898501,0.0005802545,0.0004017866,0.002737261,0.00919087,0.004027477,0.001367721,0.001395722,0.006192714],"category_scores_gemma":[0.005833287,0.0002474199,0.0008301566,0.004774692,0.003226458,0.001536127,0.002642986,0.002608281,0.0002472569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1067119,"about_ca_system_score_gemma":0.2442028,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9961051,"about_ca_topic_score_gemma":0.9977964,"domain_scores_codex":[0.9956992,0.0004822654,0.0001353255,0.0001782177,0.001540206,0.001964872],"domain_scores_gemma":[0.9917725,0.0007208835,0.0005429607,0.00007495877,0.003974866,0.002913922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00044378,0.0002585228,0.4216387,0.004931256,0.0003787748,0.00476057,0.05024263,0.003874709,0.002185124,0.04531196,0.219444,0.24653],"study_design_scores_gemma":[0.0000640057,0.0002469786,0.5198162,0.00823241,0.0004324105,0.002253754,0.184137,0.001804782,0.0007355046,0.004077533,0.2777753,0.0004242593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2765407,0.1090472,0.001469122,0.4381427,0.00262338,0.0002815548,0.009128722,0.0001133018,0.1626533],"genre_scores_gemma":[0.8903583,0.07800878,0.002360098,0.02308504,0.0004167538,0.00005532537,0.001245637,0.00003374443,0.004436288],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1067119,"threshold_uncertainty_score":0.7742525,"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."}}