{"id":"W3135690901","doi":"10.1200/go.20.00569","title":"Impact of COVID-19 on Cancer Care Delivery in Africa: A Cross-Sectional Survey of Oncology Providers in Africa","year":2021,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Fogarty International Center; National Cancer Institute","keywords":"Medicine; Pandemic; Cross-sectional study; Cancer; Coronavirus disease 2019 (COVID-19); Family medicine; Economic shortage; Descriptive statistics; Internal medicine; Disease; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0009095418,0.0002297317,0.001091051,0.0003121152,0.00004075588,0.000007497453,0.0001492027,0.0006261646,0.0003579425],"category_scores_gemma":[0.004379342,0.0002096986,0.0002064695,0.001367092,0.0002672887,0.00007420663,0.000108148,0.0004717635,0.000007902398],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01723081,"about_ca_system_score_gemma":0.04099171,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1314197,"about_ca_topic_score_gemma":0.2419564,"domain_scores_codex":[0.9967359,0.0007956337,0.000900236,0.0005197531,0.0003729876,0.0006754642],"domain_scores_gemma":[0.9966933,0.001359654,0.0003591024,0.0003181022,0.0008020441,0.0004678075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006574069,0.001237463,0.9779467,0.0004632319,0.0001024049,0.0008709691,0.002652772,0.001659423,0.0003888499,0.00009823422,0.002447138,0.005558739],"study_design_scores_gemma":[0.006227344,0.005706712,0.9745415,0.00007212121,0.00002519431,0.00008784744,0.0006077802,0.00004817257,0.00003822178,0.0001008566,0.01240505,0.0001391668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881831,0.002153945,0.000007795298,0.002643937,0.0004157939,0.0006030126,0.0007926462,0.00002105769,0.005178692],"genre_scores_gemma":[0.9978718,0.0002743355,0.00008251783,0.001461778,0.00008020641,0.00005608918,0.00009245637,0.000014209,0.00006659034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1105368,"threshold_uncertainty_score":0.9865419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1691606750432577,"score_gpt":0.5026913169438445,"score_spread":0.3335306419005868,"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."}}