{"id":"W3049018126","doi":"10.1016/j.wneu.2020.08.063","title":"Response to Surgical Triage in an Evolving Pandemic Based on Disease Classification and Predictive Modeling","year":2020,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Triage; Pandemic; Disease; Intensive care medicine; Coronavirus disease 2019 (COVID-19); Medical emergency; Internal medicine; Infectious disease (medical specialty)","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":[0.005245973,0.0008330787,0.0009214419,0.001401183,0.0005928526,0.002010353,0.001118024,0.001239099,0.001964067],"category_scores_gemma":[0.0208263,0.0002756024,0.0007929573,0.0008104186,0.0003968498,0.001364335,0.001303548,0.001878629,0.0005199413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001578613,"about_ca_system_score_gemma":0.002110386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01619366,"about_ca_topic_score_gemma":0.0145913,"domain_scores_codex":[0.9979125,0.0009102378,0.0001389887,0.0003537712,0.0003032849,0.0003813161],"domain_scores_gemma":[0.9889886,0.006838913,0.001389194,0.0005179466,0.001585944,0.0006794039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001354277,0.0007428884,0.4800973,0.0001351171,0.0003853132,0.0003088134,0.0004089582,0.4163151,0.001233009,0.003572832,0.01514189,0.08030446],"study_design_scores_gemma":[0.0000331081,0.0002422199,0.04450953,0.000051275,0.00005913452,0.00007517627,0.000631517,0.9480272,0.0003445165,0.004897189,0.001093812,0.00003539739],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9050864,0.001085861,0.05103479,0.02893972,0.0007733794,0.0002784779,0.003894038,0.0005876126,0.008319685],"genre_scores_gemma":[0.9911489,0.0001780369,0.005669553,0.0007064191,0.0001341153,0.00004662606,0.001579253,0.00001841143,0.0005187229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01619366,"threshold_uncertainty_score":0.03219879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.160567164109417,"score_gpt":0.3854105366647966,"score_spread":0.2248433725553797,"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."}}