{"id":"W2077638363","doi":"10.3109/15563650.2012.731512","title":"What the Internet can and cannot tell us about emerging toxicologic outbreaks","year":2012,"lang":"en","type":"letter","venue":"Clinical Toxicology","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Institute for Clinical Evaluative Sciences; University of Toronto","funders":"","keywords":"Outbreak; The Internet; Internet privacy; Medicine; Medical emergency; Environmental health; Virology; World Wide Web; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004573684,0.0006580449,0.000921611,0.0008595663,0.003786762,0.004055079,0.001358228,0.03790678,0.004678009],"category_scores_gemma":[0.0311815,0.0006221285,0.0008847728,0.0008190774,0.00255753,0.007226189,0.001448309,0.03811397,0.004076225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004082015,"about_ca_system_score_gemma":0.003179327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009703641,"about_ca_topic_score_gemma":0.01290346,"domain_scores_codex":[0.9965377,0.001650011,0.0004742445,0.0002899344,0.000727622,0.0003205002],"domain_scores_gemma":[0.9856595,0.008517757,0.001117654,0.0004094101,0.002541941,0.001753705],"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":[0.00006494259,0.00007262912,0.002602447,0.00009287855,0.00002825001,0.005488695,0.0006110586,0.00007791602,0.0002944631,0.002556936,0.9669335,0.0211763],"study_design_scores_gemma":[0.0001857751,0.0002037022,0.004892822,0.001066681,0.00007628655,0.01607785,0.003888904,0.001183979,0.0004433758,0.01942587,0.952415,0.0001397318],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004625085,0.0008936744,0.00006031675,0.9938391,0.002868195,0.000005467459,0.00001933305,0.00001321363,0.001838173],"genre_scores_gemma":[0.005312113,0.001907637,0.0002369839,0.9752086,0.01479105,0.00001240508,0.000021572,0.00001373966,0.002495936],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03790678,"threshold_uncertainty_score":0.02961719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06688611363653016,"score_gpt":0.375533259953514,"score_spread":0.3086471463169839,"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."}}