{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001608948,0.0006438324,0.001851693,0.0001447551,0.0001128214,0.0001224322,0.0007555925,0.002380548,0.001551733],"category_scores_gemma":[0.002100563,0.0004347395,0.0004816224,0.0001759738,0.001642529,0.000138993,0.0008391843,0.004857913,0.0004130122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001949618,"about_ca_system_score_gemma":0.000421228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008909364,"about_ca_topic_score_gemma":0.0004766172,"domain_scores_codex":[0.9944618,0.001276036,0.001485735,0.001183578,0.0003930755,0.001199797],"domain_scores_gemma":[0.9942551,0.002929663,0.0006694931,0.001491258,0.0001634003,0.0004910855],"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":[0.0001484841,0.0002325368,0.06685074,0.0001603977,0.0004273751,0.001092398,0.00009228356,3.508233e-7,0.00001517596,0.00002418701,0.9115405,0.01941555],"study_design_scores_gemma":[0.001075736,0.0007044494,0.1464476,0.0001764389,0.0004844273,0.0002845203,0.00003771552,0.00003184368,0.00001012115,0.00007239148,0.8502941,0.000380735],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1800711,0.008224408,0.00001645517,0.7921892,0.01364768,0.001658348,0.0004172605,0.0002738048,0.003501819],"genre_scores_gemma":[0.07207914,0.003380309,0.0001009831,0.8976374,0.01222285,0.0001523672,0.001013376,0.0001190382,0.01329453],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1079919,"threshold_uncertainty_score":0.9998105,"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."}}