{"id":"W4409695084","doi":"10.3390/curroncol32050247","title":"COVID-19 Pandemic’s Effects on Breast Cancer Screening, Staging at Diagnosis at Presentation, Oncologic Management, and Immediate Reconstruction: A Canadian Perspective","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Pandemic; Presentation (obstetrics); Coronavirus disease 2019 (COVID-19); Perspective (graphical); General surgery; Breast cancer; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Cancer; Intensive care medicine; Medical physics; Pathology; Radiology; Internal medicine; Infectious disease (medical specialty); Disease; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002724609,0.0004195599,0.0003807374,0.001633882,0.004338318,0.002312773,0.00113001,0.000943283,0.005395875],"category_scores_gemma":[0.008952252,0.000293632,0.000868712,0.002601036,0.001640826,0.001004579,0.001700084,0.002502111,0.0002317783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07477931,"about_ca_system_score_gemma":0.1506855,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9926406,"about_ca_topic_score_gemma":0.9946718,"domain_scores_codex":[0.9970022,0.0003852565,0.0001163936,0.0002181057,0.0009054384,0.001372618],"domain_scores_gemma":[0.990547,0.0009015527,0.00119876,0.0001328657,0.004272094,0.002947645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004265703,0.000183157,0.7779596,0.001422582,0.0003200562,0.00129965,0.01146832,0.001555667,0.001004094,0.01060888,0.08579817,0.1079533],"study_design_scores_gemma":[0.00003998077,0.0001232291,0.9033382,0.00214856,0.000200665,0.0004766538,0.02485574,0.0009810323,0.0002724841,0.001026779,0.0663761,0.0001606256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4978034,0.07704303,0.001205058,0.3269064,0.0021866,0.0002947176,0.01889802,0.00009880872,0.07556397],"genre_scores_gemma":[0.9459109,0.03535652,0.001174381,0.01137726,0.0005290167,0.00006211385,0.002527224,0.00003552341,0.00302722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07477931,"threshold_uncertainty_score":0.5425644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.13707008941862,"score_gpt":0.4867524681268312,"score_spread":0.3496823787082112,"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."}}