{"id":"W3108524295","doi":"10.1177/0145561320975509","title":"Institution-Specific Strategies for Head and Neck Oncology Triage During the COVID-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"Ear Nose & Throat Journal","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Triage; Medicine; Pandemic; Head and neck cancer; Coronavirus disease 2019 (COVID-19); Head and neck; Medical emergency; General surgery; Surgery; Internal medicine; Radiation therapy","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":[0.00898264,0.0002612107,0.000165594,0.0012859,0.001560102,0.002515423,0.001399824,0.001023413,0.004836189],"category_scores_gemma":[0.03520498,0.0002278177,0.0004464936,0.001075941,0.001132888,0.001838855,0.00352696,0.001482588,0.0004227325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00489236,"about_ca_system_score_gemma":0.01844881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01853082,"about_ca_topic_score_gemma":0.04350079,"domain_scores_codex":[0.9898121,0.004952391,0.00108846,0.0006064125,0.001546327,0.001994294],"domain_scores_gemma":[0.9742032,0.004756096,0.01323951,0.001009973,0.003372582,0.003418734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001664797,0.0007125254,0.7530347,0.001855645,0.0001676659,0.0003971464,0.004717811,0.002172741,0.001160281,0.002649783,0.02114489,0.2118203],"study_design_scores_gemma":[0.00007340965,0.00104516,0.8961428,0.005128555,0.0001316498,0.0006175823,0.04037722,0.001709323,0.001329217,0.001978647,0.05137521,0.00009118413],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8471478,0.01220728,0.007564101,0.08040394,0.001402845,0.001796683,0.001339523,0.0003133373,0.04782454],"genre_scores_gemma":[0.9845667,0.004145207,0.005167165,0.004369346,0.0002002672,0.0003328383,0.0003661672,0.00001759833,0.0008345734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01853082,"threshold_uncertainty_score":0.04750532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2502644112496588,"score_gpt":0.4489415815667051,"score_spread":0.1986771703170463,"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."}}