{"id":"W4281620402","doi":"10.1016/j.patter.2022.100507","title":"Disease mapping and innovation: A history from wood-block prints to Web 3.0","year":2022,"lang":"en","type":"review","venue":"Patterns","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Presentation (obstetrics); Dashboard; Computer science; World Wide Web; Point (geometry); Data science; Medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001749,0.0003727269,0.001165357,0.0005561754,0.00004918244,0.00001872535,0.0002447314,0.0000752094,0.004111071],"category_scores_gemma":[0.0002835504,0.0003611503,0.0001723881,0.0004988007,0.00002872807,0.00004152937,0.0005026755,0.0003930784,0.0002542911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007424252,"about_ca_system_score_gemma":0.0006939725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003585346,"about_ca_topic_score_gemma":0.00000754104,"domain_scores_codex":[0.997852,0.0001381553,0.0005840433,0.0007443139,0.000419955,0.0002615597],"domain_scores_gemma":[0.9982519,0.0001176116,0.0002697383,0.0009316927,0.00004828297,0.0003807463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000329878,0.00014344,0.0105157,0.02227263,0.0003404358,0.0006516919,0.0001349442,1.06836e-7,0.000001380694,0.00002087779,0.02163751,0.9442483],"study_design_scores_gemma":[0.0003068935,0.00002025524,0.008707864,0.006611933,0.0004126866,0.00001379479,0.00001095527,0.000004678075,2.302041e-8,0.000003761427,0.9835804,0.0003267777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001528171,0.9905706,0.00003003506,0.0001542757,0.0006329786,0.00123777,0.004781546,0.0001517341,0.000912885],"genre_scores_gemma":[0.0003215619,0.9893911,0.000146904,0.001588167,0.0005295089,0.0005393519,0.005704603,0.00009863511,0.001680136],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9619429,"threshold_uncertainty_score":0.9998841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1214041319180196,"score_gpt":0.3348838773241334,"score_spread":0.2134797454061138,"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."}}