{"id":"W2026220531","doi":"10.3390/ijgi3020481","title":"Web GIS-Based Public Health Surveillance Systems: A Systematic Review","year":2014,"lang":"en","type":"review","venue":"ISPRS International Journal of Geo-Information","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Wuhan University","keywords":"Metadata; Public health; World Wide Web; Geographic information system; GIS and public health; Web standards; Disease surveillance; Social media; Citizen journalism; Web application; Computer science; Volunteered geographic information; Web mapping; Public participation GIS; Data science; The Internet; Geography; Medicine; Cartography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006257059,0.0005857549,0.005041491,0.001394634,0.00008115378,0.0003866122,0.001254093,0.0002297828,0.0001032554],"category_scores_gemma":[0.004903574,0.0004296321,0.001337194,0.0005279011,0.00006593957,0.001664827,0.000102021,0.0007377688,0.0007247276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001661854,"about_ca_system_score_gemma":0.004465882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001940142,"about_ca_topic_score_gemma":0.000004242391,"domain_scores_codex":[0.9898573,0.001071739,0.005817899,0.000209653,0.002602454,0.0004410048],"domain_scores_gemma":[0.9836972,0.0004939986,0.01078211,0.0007947835,0.003689416,0.0005424437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002967989,0.00007504072,0.00002009027,0.8853849,0.001081725,0.00002920232,0.00002400524,0.00001121486,1.488742e-8,0.0001875325,0.0279828,0.08517387],"study_design_scores_gemma":[0.0006459166,0.0001070487,0.00001004606,0.4040446,0.0004120806,0.001011415,0.00001292263,0.000332775,1.279196e-8,0.000001262393,0.59323,0.0001919444],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[7.463426e-7,0.984876,0.005493994,0.002208966,0.002814533,0.002736365,0.001206666,0.00008647119,0.0005763108],"genre_scores_gemma":[0.0001811865,0.9912173,0.000275423,0.004035714,0.000560412,0.0001315722,0.003489681,0.00004213689,0.00006654591],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5652472,"threshold_uncertainty_score":0.9998155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03285923038692668,"score_gpt":0.3585451237153916,"score_spread":0.3256858933284649,"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."}}