{"id":"W2884469341","doi":"10.14745/ccdr.v41i09a01","title":"Evaluation of a national pharmacy‐based syndromic surveillance system","year":2015,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Strong; Public Health Agency; Public Health Agency of Canada","keywords":"Outbreak; Pharmacy; Nova scotia; Medicine; Medical prescription; Respiratory illness; Public health; Environmental health; Emergency medicine; Family medicine; Medical emergency; Geography; Internal medicine; Respiratory system; Virology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.01776773,0.0005522962,0.0004133047,0.00122547,0.0005805431,0.001445248,0.001583065,0.0005199336,0.001129365],"category_scores_gemma":[0.02743431,0.0002415972,0.0003244659,0.001024941,0.0003330333,0.0009925299,0.001252101,0.0003726555,0.0002684079],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006621346,"about_ca_system_score_gemma":0.008992221,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1209241,"about_ca_topic_score_gemma":0.08432059,"domain_scores_codex":[0.9916149,0.003289074,0.000908647,0.0009951398,0.002801145,0.0003910943],"domain_scores_gemma":[0.9700723,0.006416336,0.002894971,0.001372068,0.017785,0.001459297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003183118,0.002239947,0.7957102,0.0006809643,0.0003839159,0.0002884507,0.0008389434,0.01938008,0.008464132,0.0006331838,0.005191537,0.1630055],"study_design_scores_gemma":[0.0009002413,0.008710156,0.6009762,0.0002836802,0.0004738665,0.0004484584,0.002111645,0.3671482,0.01056932,0.0003914363,0.007894632,0.00009208382],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736332,0.0002339829,0.01221595,0.0009445256,0.00005852345,0.003225029,0.003699017,0.0009568052,0.005032879],"genre_scores_gemma":[0.9746521,0.0001102215,0.02151382,0.0001430764,0.00001679059,0.0003939521,0.002763051,0.00001194733,0.000394949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9933786,"threshold_uncertainty_score":0.2404405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1072268078467602,"score_gpt":0.3515182857004767,"score_spread":0.2442914778537165,"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."}}