{"id":"W3209649398","doi":"10.3389/fpubh.2021.741223","title":"Impact of the COVID-19 Pandemic on Cancer Researchers in 2020: A Qualitative Study of Events to Inform Mitigation Strategies","year":2021,"lang":"en","type":"review","venue":"Frontiers in Public Health","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"UK Research and Innovation; Michigan Economic Development Corporation","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Cancer; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Public relations; Political science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04601588,0.0006236935,0.001197749,0.005074786,0.0107391,0.008758878,0.002411105,0.004092001,0.004205504],"category_scores_gemma":[0.08073968,0.001000368,0.0007733469,0.004990562,0.01287206,0.01045782,0.01027875,0.00479205,0.000692955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01080468,"about_ca_system_score_gemma":0.01064104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007280191,"about_ca_topic_score_gemma":0.01224335,"domain_scores_codex":[0.9551626,0.0373309,0.00162474,0.001327591,0.002167117,0.002387107],"domain_scores_gemma":[0.8536631,0.1270592,0.006555619,0.001394473,0.006934284,0.004393371],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002718617,0.00001860855,0.001330355,0.0006833566,0.00000685545,0.0006246308,0.9923657,0.00002441866,0.0002900428,0.001384179,0.0007114088,0.002533308],"study_design_scores_gemma":[0.000003965609,0.00002703904,0.0006087212,0.0006176698,0.000005511903,0.0001064846,0.9878559,0.0000324286,0.0001280053,0.0003484196,0.01025462,0.00001126326],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9424789,0.007110632,0.004865351,0.02388373,0.0003970569,0.001291034,0.0009464657,0.00004858512,0.01897824],"genre_scores_gemma":[0.9803101,0.005857599,0.002966793,0.005274675,0.0001157805,0.001508626,0.0002070025,0.00007465639,0.003684781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9539841,"threshold_uncertainty_score":0.2433581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5090591059188728,"score_gpt":0.6267672459922876,"score_spread":0.1177081400734148,"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."}}