{"id":"W3135699964","doi":"10.3332/ecancer.2021.1202","title":"Silver linings: a qualitative study of desirable changes to cancer care during the COVID-19 pandemic","year":2021,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Economic and Social Research Council; UK Research and Innovation","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Cancer; Virology; Disease; Infectious disease (medical specialty); Outbreak; 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":[0.001119701,0.0001639986,0.0004336318,0.0001243521,0.0003692845,0.00002128765,0.0002950807,0.00007642109,0.0005295009],"category_scores_gemma":[0.004771146,0.0001111888,0.00005355204,0.001329312,0.000358291,0.0000659895,0.0001790913,0.0003207306,0.000008399485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003583,"about_ca_system_score_gemma":0.005520142,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007542392,"about_ca_topic_score_gemma":0.02543368,"domain_scores_codex":[0.9972468,0.0002771213,0.0003601552,0.0005474478,0.001047575,0.000520881],"domain_scores_gemma":[0.9973268,0.000759997,0.0001537974,0.0004850721,0.0004088602,0.0008654523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002829093,0.0002584916,0.1104876,0.001139665,0.00005560191,0.0001434212,0.8654761,0.0001563155,0.01128401,0.00002286706,0.002046662,0.008646455],"study_design_scores_gemma":[0.004447056,0.002172079,0.2254868,0.0009769395,0.0001613322,0.0001007388,0.7145718,0.00008555914,0.00331314,0.00009327251,0.04817365,0.0004176575],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652927,0.002525383,0.0001229283,0.03069875,0.0003239979,0.0007942571,0.00003222681,0.0000571953,0.0001525497],"genre_scores_gemma":[0.9723775,0.0005312151,0.00007711108,0.02583768,0.0002589134,0.0002119239,0.000001693418,0.00001385208,0.0006901379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1509043,"threshold_uncertainty_score":0.9990665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2044355615504442,"score_gpt":0.5228741144888293,"score_spread":0.3184385529383851,"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."}}