{"id":"W2792529702","doi":"10.14745/ccdr.v43i10a03","title":"Emerging infectious diseases: prediction and detection","year":2017,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"","keywords":"Chikungunya; Outbreak; Public health; Infectious disease (medical specialty); Disease; Biology; Risk analysis (engineering); Medicine; Environmental health; Virology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002285123,0.0001555435,0.0002817108,0.00005561097,0.001205675,0.0001286331,0.0001604939,0.00004356528,0.00009843332],"category_scores_gemma":[0.001105002,0.0001516371,0.00007485429,0.00005857122,0.0001191463,0.0002345814,0.0001787976,0.0002020018,0.000001214165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003245732,"about_ca_system_score_gemma":0.003153286,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3406468,"about_ca_topic_score_gemma":0.1876273,"domain_scores_codex":[0.9986436,0.00005428489,0.0003429262,0.0002841553,0.0003720417,0.0003030299],"domain_scores_gemma":[0.9961846,0.0000426898,0.0002555521,0.002005433,0.0001603364,0.001351399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001910836,0.0002104383,0.8894384,0.0005126203,0.0001637309,0.002980712,0.00003151176,0.00002344942,0.00002192255,0.0002116841,0.004067955,0.1021465],"study_design_scores_gemma":[0.0008729381,0.00004648034,0.8580618,0.0001403209,0.0003111238,0.0003878356,0.000142236,0.002697118,0.000004827225,0.0003022839,0.1368804,0.0001526938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705352,0.002058165,0.000149183,0.003742733,0.0006540477,0.0005540918,0.000122593,0.0001494914,0.02203454],"genre_scores_gemma":[0.9980025,0.0003450879,0.00001716098,0.0005970291,0.0001644302,0.00005199998,0.0001467688,0.00002534368,0.0006496743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1530195,"threshold_uncertainty_score":0.92732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01175388480281775,"score_gpt":0.2773614637265841,"score_spread":0.2656075789237664,"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."}}