{"id":"W2040961610","doi":"10.1089/bsp.2008.0021","title":"Early Warning Infectious Disease Surveillance","year":2009,"lang":"en","type":"article","venue":"Biosecurity and Bioterrorism Biodefense Strategy Practice and Science","topic":"Disaster Response and Management","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Public Health Agency of Canada; U.S. Department of Homeland Security","keywords":"Preparedness; International Health Regulations; Public health; Warning system; Disease control; Public health surveillance; Business; Infectious disease (medical specialty); Emergency management; Investment (military); Economic growth; Environmental health; Political science; Medical emergency; Public relations; Medicine; Disease; Coronavirus disease 2019 (COVID-19); Engineering; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002137349,0.0002028094,0.0002030794,0.0001909172,0.001594597,0.0002017526,0.0001650254,0.0001157205,0.00001838504],"category_scores_gemma":[0.0006190501,0.0001663613,0.00003209071,0.00048675,0.0004597381,0.001192964,0.000162548,0.000456381,0.00005011081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003299068,"about_ca_system_score_gemma":0.0002501399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002775893,"about_ca_topic_score_gemma":0.00003454128,"domain_scores_codex":[0.9977311,0.000392156,0.0003215907,0.0005960492,0.0003589442,0.0006001396],"domain_scores_gemma":[0.9986401,0.0002577348,0.0002192,0.0003046159,0.0001515954,0.0004267514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007932048,0.002529837,0.1121731,0.001278079,0.0002170452,0.001522159,0.1423915,0.000009874771,0.05268487,0.31619,0.006874167,0.3561973],"study_design_scores_gemma":[0.002093942,0.001518065,0.8417303,0.000260065,0.0001101356,0.00004401442,0.02248367,0.0005102613,0.0001241244,0.007150516,0.1229838,0.0009911166],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761412,0.0008913701,0.0001127624,0.006163383,0.0002655289,0.0004025465,0.00001488384,0.000106274,0.01590205],"genre_scores_gemma":[0.9955489,0.001211007,0.0001055834,0.002625749,0.000105751,0.000008840654,0.000003196508,0.000005729585,0.0003852109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7295572,"threshold_uncertainty_score":0.9997052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03518411571467004,"score_gpt":0.3766014059940551,"score_spread":0.3414172902793851,"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."}}