{"id":"W4310461393","doi":"10.1370/afm.2872","title":"External Validation of the COVID-NoLab and COVID-SimpleLab Prognostic Tools","year":2022,"lang":"en","type":"article","venue":"The Annals of Family Medicine","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut National de la Santé et de la Recherche Médicale","keywords":"Coronavirus disease 2019 (COVID-19); Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Population; Emergency medicine; Economic shortage; Pandemic; Cohort; Intensive care medicine; Internal medicine; Environmental health; Virology; Outbreak; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04071223,0.001288433,0.001051006,0.00321202,0.001576438,0.002777701,0.002218891,0.000936932,0.003118054],"category_scores_gemma":[0.1123558,0.0005406858,0.001100415,0.003319699,0.001744969,0.0009211935,0.003870294,0.001408141,0.001447991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006937268,"about_ca_system_score_gemma":0.02094484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1662519,"about_ca_topic_score_gemma":0.2043337,"domain_scores_codex":[0.9664029,0.008675808,0.003816942,0.00312376,0.01571961,0.002261009],"domain_scores_gemma":[0.8876818,0.01764048,0.00980251,0.008628875,0.07083343,0.005412933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001195995,0.0002735029,0.9442423,0.0003496865,0.0003052731,0.0001404554,0.001014542,0.0008796676,0.001024032,0.001014372,0.01649696,0.03306319],"study_design_scores_gemma":[0.0003984016,0.0004241109,0.9536543,0.0006036886,0.0002452329,0.0003761165,0.0006556197,0.004038573,0.002490315,0.0005569476,0.03647435,0.00008233016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9018105,0.002511611,0.02194022,0.002772612,0.001057435,0.006208005,0.03367721,0.0005495824,0.02947291],"genre_scores_gemma":[0.9165775,0.0008131906,0.03122618,0.001483568,0.0004872808,0.004091734,0.04043574,0.0002888927,0.004595851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1662519,"threshold_uncertainty_score":0.3305686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4507101129817633,"score_gpt":0.5244486317056423,"score_spread":0.07373851872387899,"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."}}