{"id":"W2079785438","doi":"10.1089/bsp.2007.0056","title":"Syndromic Surveillance for Influenzalike Illness","year":2008,"lang":"en","type":"article","venue":"Biosecurity and Bioterrorism Biodefense Strategy Practice and Science","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health; Public Health Ontario; Institute of Population and Public Health; University of Ottawa; Public Health Agency of Canada","funders":"Public Health Agency of Canada","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000676771,0.0001857992,0.0002100052,0.002069563,0.0003421781,0.0003604457,0.0003478273,0.0001454864,0.0007385457],"category_scores_gemma":[0.001612419,0.00008176815,0.0001712409,0.001762736,0.0001672242,0.0001689708,0.0004554991,0.0001841399,0.0001334806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00164196,"about_ca_system_score_gemma":0.003280676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1909425,"about_ca_topic_score_gemma":0.2634191,"domain_scores_codex":[0.999495,0.0001185614,0.0001058809,0.00006688797,0.0001571272,0.00005641844],"domain_scores_gemma":[0.9983784,0.0001383125,0.0005622643,0.00006704993,0.0006393902,0.0002146292],"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":[0.00007304831,0.00002987023,0.9649168,0.0001600549,0.00004266062,0.0001588217,0.0004478028,0.0002387105,0.001241584,0.0002296441,0.004274323,0.02818674],"study_design_scores_gemma":[0.00001663188,0.000154777,0.9875293,0.0001314354,0.00005428704,0.0006345065,0.0007470946,0.001295379,0.001542297,0.0001190302,0.007761942,0.00001327578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9479935,0.003463258,0.004370057,0.001078348,0.0001094652,0.0004981572,0.03179273,0.0003323887,0.01036212],"genre_scores_gemma":[0.980649,0.002253895,0.005984199,0.0003087902,0.00004497142,0.0001906002,0.009464676,0.000007568538,0.001096211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1909425,"threshold_uncertainty_score":0.3796621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03082684058860896,"score_gpt":0.3110482243691068,"score_spread":0.2802213837804979,"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."}}