{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01866277,0.0006999063,0.0008613216,0.001302931,0.01036448,0.00427146,0.002117167,0.002784721,0.003711801],"category_scores_gemma":[0.02749313,0.0009115131,0.0006114563,0.001037167,0.01071318,0.005393751,0.005968988,0.005176642,0.0003823029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006862988,"about_ca_system_score_gemma":0.007716822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01167503,"about_ca_topic_score_gemma":0.02119906,"domain_scores_codex":[0.9819986,0.01436549,0.0004071091,0.0006587266,0.0007861825,0.001783889],"domain_scores_gemma":[0.9698985,0.02278787,0.001867661,0.0005816544,0.002228725,0.002635724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000276414,0.00003865964,0.001347383,0.0001340849,0.000002817834,0.0004528705,0.99424,0.00002702373,0.0004106993,0.0006071447,0.0006333092,0.00207828],"study_design_scores_gemma":[0.000003612082,0.00004113799,0.0006330225,0.000133019,0.00000172559,0.00009299624,0.9944754,0.00005633481,0.0001288184,0.0001516183,0.004272403,0.000009843145],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831407,0.0008610633,0.002769003,0.006686797,0.000227834,0.000499682,0.0002611168,0.00002591677,0.005527954],"genre_scores_gemma":[0.9912701,0.0008563273,0.001557035,0.002694972,0.00004727941,0.0006306465,0.00009078394,0.00004001496,0.002812936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01866277,"threshold_uncertainty_score":0.09869933,"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."}}