{"id":"W2418408586","doi":"","title":"Media scanning and verification system as a supplemental tool to disease outbreak detection & reporting at National Centre for Disease Control, Delhi.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disease surveillance; Outbreak; Communicable disease; Public health; The Internet; Public health surveillance; Environmental health; Social media; Medicine; Medical emergency; Business; Computer science; Pathology; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005241143,0.0008419397,0.0006768287,0.005103633,0.0007357365,0.001640767,0.001609477,0.0007938612,0.03163214],"category_scores_gemma":[0.006425889,0.0006533699,0.000450582,0.002156331,0.000515833,0.001292012,0.001783615,0.001144296,0.0133867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001174067,"about_ca_system_score_gemma":0.002827447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01398051,"about_ca_topic_score_gemma":0.007634334,"domain_scores_codex":[0.997288,0.0009058176,0.0003577595,0.0004408946,0.0007456049,0.0002619257],"domain_scores_gemma":[0.9883008,0.003082464,0.001314656,0.001554797,0.004499545,0.001247645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001882675,0.0006229624,0.1020224,0.001214118,0.0001388365,0.001460588,0.003192406,0.001149671,0.02863184,0.001826445,0.4392116,0.4186465],"study_design_scores_gemma":[0.0006022693,0.001889671,0.2107951,0.0007479452,0.0004047329,0.001608714,0.00347357,0.01924595,0.04167533,0.001555702,0.7176548,0.0003463608],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.2983986,0.006574386,0.1124573,0.02204228,0.008246757,0.01843111,0.1630761,0.1624036,0.2083698],"genre_scores_gemma":[0.5588137,0.00336951,0.1462629,0.004871903,0.001983362,0.005181417,0.1091457,0.002812393,0.1675592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03163214,"threshold_uncertainty_score":0.10582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02412666842282614,"score_gpt":0.2684555966606988,"score_spread":0.2443289282378727,"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."}}