{"id":"W3082719353","doi":"10.22541/au.158742091.17593008","title":"Considerations for Head and Neck Oncology Practices During the Coronavirus Disease 2019 (COVID-19) Pandemic: The Wuhan and Toronto Experience","year":2020,"lang":"en","type":"dataset","venue":"Authorea","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Operationalization; Head and neck cancer; Head and neck; Health care; Disease; Intensive care medicine; Medical emergency; Cancer; Internal medicine; Infectious disease (medical specialty); Surgery; Political science","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":[0.002791889,0.0003404175,0.0003927789,0.001391492,0.00125272,0.002229369,0.001475243,0.000800151,0.009455207],"category_scores_gemma":[0.01499192,0.0002777983,0.0005452844,0.004654995,0.0004215655,0.001166837,0.002582385,0.001734875,0.002473818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01519021,"about_ca_system_score_gemma":0.01641413,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7918885,"about_ca_topic_score_gemma":0.9059759,"domain_scores_codex":[0.9980798,0.0005599819,0.0002916923,0.0002475416,0.0005088456,0.0003121122],"domain_scores_gemma":[0.9924826,0.001584183,0.00101777,0.0007482942,0.002502408,0.001664771],"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":[0.00008940464,0.00002080917,0.0581451,0.0007081766,0.00008024812,0.0001568116,0.0009908936,0.0008019395,0.00004432,0.004135685,0.9143968,0.02042979],"study_design_scores_gemma":[0.00008169672,0.00003246679,0.2167958,0.002736126,0.0000820013,0.0002055148,0.004089999,0.001167041,0.0001570889,0.001936511,0.7726502,0.00006561217],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01855065,0.003094657,0.0005962341,0.03779082,0.0003859912,0.0001610203,0.9139904,0.0002337212,0.02519659],"genre_scores_gemma":[0.1106014,0.005586283,0.003760462,0.007624171,0.0002299214,0.0007315554,0.8634372,0.0001862037,0.007842831],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2081115,"threshold_uncertainty_score":0.4186741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3267718079621308,"score_gpt":0.5300926468209943,"score_spread":0.2033208388588635,"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."}}