{"id":"W2492481418","doi":"10.1002/9780470131886.ch5","title":"Putting It Together: The Biosurveillance Information System","year":2006,"lang":"en","type":"other","venue":"","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Disease surveillance; World Wide Web; Visualization; Data science; Data visualization; Web application; Disease; Data mining; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003746328,0.0002922832,0.000456498,0.0001678241,0.00005626545,0.00006284568,0.0002525013,0.0002195577,0.0007171291],"category_scores_gemma":[0.00009280941,0.0001800884,0.0001382873,0.0002351791,0.00007228697,0.00007422576,0.00007898855,0.0001990426,0.001829134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001105564,"about_ca_system_score_gemma":0.0001082225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009152548,"about_ca_topic_score_gemma":0.0004163354,"domain_scores_codex":[0.9985076,0.00008312649,0.000428457,0.0002334297,0.0004603653,0.0002870876],"domain_scores_gemma":[0.9984436,0.00005707891,0.0003855209,0.0009425301,0.0000838486,0.00008743037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001277234,0.00001123396,0.004114762,0.0006816208,0.00008897448,0.00001020763,0.00002153319,0.0000022337,0.000002339078,0.000320798,0.98829,0.006443548],"study_design_scores_gemma":[0.0004983583,0.00001783455,0.003326464,0.0005907872,0.00004471074,0.00003544372,0.0001193866,0.0002119719,0.000006393598,0.000002031687,0.9949661,0.00018049],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002230064,0.0005184509,0.00108624,0.0008831989,0.0004317587,0.0008533265,0.0006005469,0.001158773,0.9944454],"genre_scores_gemma":[0.01453082,0.00006512684,0.002029941,0.002508668,0.001362178,0.00008455158,0.002463679,0.0004230462,0.976532],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01791342,"threshold_uncertainty_score":0.998948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007825636726570336,"score_gpt":0.234889127713282,"score_spread":0.2270634909867117,"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."}}