{"id":"W2611529541","doi":"10.5210/ojphi.v9i1.7641","title":"Integrated spatiotemporal surveillance system: Data, Analysis and Visualization","year":2017,"lang":"en","type":"article","venue":"Online Journal of Public Health Informatics","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Toronto Public Health","funders":"","keywords":"Geography; Census; Population; Cartography; Geographic information system; Data science; Computer science; Data mining; Environmental health; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.004643071,0.001922773,0.001356702,0.00366862,0.0008573372,0.003570022,0.002245324,0.0009162251,0.02795403],"category_scores_gemma":[0.01224047,0.0008915124,0.001227131,0.002762572,0.0004289995,0.003017,0.004364806,0.001438894,0.01338683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001736554,"about_ca_system_score_gemma":0.003918177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02812607,"about_ca_topic_score_gemma":0.01995364,"domain_scores_codex":[0.9968167,0.0005209856,0.0005376089,0.0007138191,0.00120791,0.0002029873],"domain_scores_gemma":[0.9923273,0.001356934,0.000631469,0.001583929,0.003502603,0.0005978272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001014769,0.0002702307,0.01743705,0.001316454,0.0003466982,0.0004320247,0.001199534,0.01550771,0.01320096,0.008875323,0.7016228,0.2387765],"study_design_scores_gemma":[0.0004058613,0.0001565901,0.02502725,0.0004761096,0.0001809519,0.0004267453,0.0004394334,0.2144912,0.027629,0.01477305,0.7155966,0.0003971809],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.009480959,0.0004720156,0.3726822,0.001511679,0.0003628331,0.001912969,0.1993935,0.3994823,0.0147015],"genre_scores_gemma":[0.1095538,0.00101733,0.5099612,0.00103122,0.0003615746,0.004114725,0.3328806,0.02518431,0.01589521],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02812607,"threshold_uncertainty_score":0.09351557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1097746657862644,"score_gpt":0.4054218286851662,"score_spread":0.2956471628989018,"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."}}