{"id":"W4309288096","doi":"10.3390/curroncol29110701","title":"COVID-19 and Cancer Patients in the Second Year of the Pandemic: Investigating Treatment Impact, Information Sources, and COVID-19-Related Knowledge, Attitudes and Practices","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; Princess Margaret Cancer Centre","funders":"","keywords":"Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Family medicine; Population; Perception; Disease; Infectious disease (medical specialty); Psychology; Environmental health; Pathology","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":[0.002197832,0.0001155489,0.0002951996,0.0007516691,0.001155467,0.001413663,0.0002824353,0.0004114139,0.003413669],"category_scores_gemma":[0.009737317,0.0001540196,0.0003369946,0.001083354,0.000641943,0.0008856757,0.001215071,0.001012523,0.0001740582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002632345,"about_ca_system_score_gemma":0.004255654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08631387,"about_ca_topic_score_gemma":0.1258949,"domain_scores_codex":[0.9987289,0.0005172926,0.00009063866,0.0000623273,0.0002753563,0.000325485],"domain_scores_gemma":[0.9942073,0.002054677,0.001883891,0.00008450449,0.0005051919,0.001264439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001243776,0.0002870535,0.9583386,0.0001970458,0.00004751753,0.0001392145,0.02578822,0.00003511671,0.0001087465,0.00007090004,0.0008223486,0.01404075],"study_design_scores_gemma":[0.00001270326,0.0004017434,0.9289694,0.000209835,0.00004464054,0.0001639846,0.06779692,0.0001072235,0.00007357265,0.00004184869,0.002163364,0.00001478571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970577,0.0005285731,0.0000155314,0.0008845558,0.000006753544,0.00002617448,0.0001406511,0.000001282511,0.001338819],"genre_scores_gemma":[0.9987983,0.0005345489,0.0000472759,0.0001955018,0.000008149133,0.00001534212,0.0000882655,9.693309e-7,0.0003118386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08631387,"threshold_uncertainty_score":0.1716229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2071544277717206,"score_gpt":0.5202147455889692,"score_spread":0.3130603178172486,"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."}}