{"id":"W3030569139","doi":"10.3747/co.27.6643","title":"Impact of COVID-19 on Canadian Medical Oncologists and Cancer Care: Canadian Association of Medical Oncologists Survey Report","year":2020,"lang":"en","type":"article","venue":"Current Oncology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Canadian Association of Occupational Therapists; University of Calgary; Canadian Medical Association; Juravinski Cancer Centre; BC Cancer Foundation; University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Feeling; Family medicine; Personal protective equipment; Anxiety; Pandemic; Depression (economics); Demographics; Coronavirus disease 2019 (COVID-19); Cancer; Psychiatry; Internal medicine; Psychology; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003266194,0.0002684427,0.001196244,0.000397595,0.0001154685,0.000008253003,0.000288555,0.001261445,0.002382173],"category_scores_gemma":[0.06001964,0.0002280149,0.000172441,0.0005403843,0.0003457011,0.00003852472,0.00007687956,0.001141548,0.00001153732],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01840072,"about_ca_system_score_gemma":0.1920696,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.972015,"about_ca_topic_score_gemma":0.995533,"domain_scores_codex":[0.9954932,0.000748078,0.0009763791,0.0005403579,0.001421734,0.0008202799],"domain_scores_gemma":[0.9872096,0.00173304,0.0006111357,0.0002972173,0.0007414125,0.009407563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003767091,0.0001803488,0.8637142,0.0005388765,0.0001357348,0.001556606,0.001975303,0.000009789434,0.00000537955,0.00004786835,0.08076441,0.05069478],"study_design_scores_gemma":[0.002575856,0.003056806,0.7232604,0.0001314288,0.00008449649,0.000132447,0.0001555514,0.000141358,0.000005729782,0.00000741629,0.2702987,0.0001497611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7928978,0.002288915,0.00001486769,0.2002511,0.001504381,0.000890949,0.0008547562,0.00004117208,0.001255989],"genre_scores_gemma":[0.984621,0.002300722,0.00001110685,0.01209232,0.0005343439,0.00003525079,0.0003570713,0.00002270739,0.00002544446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1917232,"threshold_uncertainty_score":0.9985298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2796833966738802,"score_gpt":0.5548894746819244,"score_spread":0.2752060780080442,"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."}}