{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007101442,0.0001477083,0.0002955864,0.0004472842,0.00006434303,0.00003504337,0.00004572092,0.0000451315,0.00002416487],"category_scores_gemma":[0.003591765,0.0001400466,0.00005735846,0.0005503393,0.00002212341,0.0001201015,0.0000229207,0.0003227075,0.000006493495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001371293,"about_ca_system_score_gemma":0.000434712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001435291,"about_ca_topic_score_gemma":0.00001550547,"domain_scores_codex":[0.9981632,0.0004274847,0.0003536603,0.0004853618,0.0002936261,0.0002767018],"domain_scores_gemma":[0.9971508,0.001383002,0.00005051213,0.00026113,0.00005360938,0.001100924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.10487,0.0002773967,0.8710962,0.0001907946,0.000003913676,0.001241047,0.0005812756,0.01028123,0.007784492,0.00001637551,0.0007439469,0.002913311],"study_design_scores_gemma":[0.0009890783,0.0002856567,0.528046,0.0001516413,0.00001169688,0.000001973683,0.00001600963,0.4695021,0.00001849041,0.00000701391,0.0008895561,0.00008086451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483273,0.0000600871,0.0003243215,0.05052564,0.00008810397,0.0005010176,0.00002428231,0.0001077615,0.00004147496],"genre_scores_gemma":[0.9747652,0.00001830655,0.00002179636,0.02491559,0.0001584453,0.0000337438,0.00001992246,0.0000281522,0.0000388635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4592208,"threshold_uncertainty_score":0.5710935,"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."}}