{"id":"W3111544385","doi":"10.1093/neuonc/noaa215.112","title":"COVD-31. THE STATE OF NEURO-ONCOLOGY DURING THE COVID-19 PANDEMIC: A WORLDWIDE ASSESSMENT","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Pandemic; Salary; Psychosocial; Medicine; Coronavirus disease 2019 (COVID-19); Family medicine; Telemedicine; Clinical trial; Nursing; Psychology; Health care; Internal medicine; Political science; Psychiatry","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":[0.007134995,0.0002332203,0.0002264532,0.002332724,0.0009782886,0.002262125,0.0007326646,0.001021737,0.00340513],"category_scores_gemma":[0.01919472,0.0002191736,0.0004141815,0.0029839,0.001000715,0.002863505,0.003359553,0.001663543,0.0005744119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00152935,"about_ca_system_score_gemma":0.002014359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00984312,"about_ca_topic_score_gemma":0.01402821,"domain_scores_codex":[0.9956767,0.00145768,0.0008029726,0.0003734385,0.001009238,0.0006800198],"domain_scores_gemma":[0.9648927,0.00421534,0.01906576,0.001043005,0.005630236,0.005153042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004533692,0.00004860561,0.9810116,0.0001378613,0.00002576484,0.0001252422,0.000994265,0.0001083609,0.0001207852,0.0001845634,0.002958214,0.01423927],"study_design_scores_gemma":[0.000002343345,0.00007717245,0.9891052,0.0002043228,0.000008002407,0.0001757411,0.005529123,0.0002288276,0.00006614824,0.00008048309,0.004506386,0.0000160906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548649,0.004449384,0.0006445579,0.01451803,0.0002573033,0.0001871446,0.005841793,0.00004647625,0.01919067],"genre_scores_gemma":[0.9941971,0.00169892,0.0003809738,0.001248545,0.0001404791,0.00007809237,0.001667277,0.00001262563,0.0005759767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00984312,"threshold_uncertainty_score":0.03773385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1119142791591302,"score_gpt":0.4299457917972057,"score_spread":0.3180315126380755,"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."}}