{"id":"W3046165173","doi":"10.1186/s40463-020-00448-z","title":"Recommendations from the Canadian Association of Head and Neck Surgical Oncology for the Management of Head and Neck Cancers during the COVID-19 pandemic","year":2020,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Toronto; University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Head and neck cancer; Pandemic; Health care; Psychological intervention; Personal protective equipment; Family medicine; Disease; Intensive care medicine; Medical emergency; General surgery; Coronavirus disease 2019 (COVID-19); Cancer; Nursing; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01568007,0.001261089,0.001522099,0.004300225,0.006289687,0.004726327,0.008193325,0.01487825,0.01702431],"category_scores_gemma":[0.06006549,0.001013383,0.003928718,0.003961201,0.002932232,0.003195209,0.00386017,0.01679304,0.009226458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02696892,"about_ca_system_score_gemma":0.2426398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.692622,"about_ca_topic_score_gemma":0.8332452,"domain_scores_codex":[0.9785379,0.004883996,0.003000335,0.0007946086,0.01011612,0.002667049],"domain_scores_gemma":[0.862341,0.008266134,0.00385556,0.001654986,0.1061776,0.0177048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001967334,0.00005743784,0.001100511,0.0005171087,0.00002343189,0.0001017622,0.0001692204,0.0001904651,0.0001319892,0.001386625,0.9588431,0.03745874],"study_design_scores_gemma":[0.00009708823,0.00003401552,0.004626188,0.00394118,0.00008302108,0.0001503662,0.0006582061,0.0002122575,0.0001420425,0.001527746,0.9884437,0.00008425853],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.001286517,0.02412749,0.003977659,0.8530152,0.0257371,0.002932413,0.005027225,0.0004808216,0.08341555],"genre_scores_gemma":[0.02386424,0.09549063,0.1082891,0.6249501,0.01319688,0.006318779,0.01739095,0.0005268645,0.1099725],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.692622,"threshold_uncertainty_score":0.6183764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09391831811931921,"score_gpt":0.3765799499317397,"score_spread":0.2826616318124205,"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."}}