{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00415378,0.0001926806,0.0004994831,0.00009480771,0.00007554524,0.00001401194,0.0003240718,0.00002936765,0.00009190033],"category_scores_gemma":[0.003271078,0.0001974968,0.0001013653,0.0004018584,0.00009948097,0.00009402796,0.0001117884,0.0001483083,0.000007390304],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00261248,"about_ca_system_score_gemma":0.04871468,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1333224,"about_ca_topic_score_gemma":0.09034777,"domain_scores_codex":[0.9946395,0.0005906004,0.0006971778,0.0003164807,0.003493968,0.0002622933],"domain_scores_gemma":[0.991995,0.0001369367,0.0004367865,0.001615698,0.00494404,0.0008715839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001571414,0.000924883,0.7917064,0.00156362,0.0009860479,0.005645916,0.00004275391,0.01877731,0.0002716449,0.0002727579,0.1762641,0.001973159],"study_design_scores_gemma":[0.01359876,0.00007282917,0.4820344,0.001037143,0.00121987,0.001205151,0.0004878932,0.4104375,0.0003527066,0.00009736779,0.08861525,0.0008410317],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9549974,0.006058025,0.00007168782,0.001030553,0.0005479857,0.001438908,0.001635056,0.0002088964,0.03401152],"genre_scores_gemma":[0.997045,0.00000836494,0.0001588603,0.000236555,0.00004708571,0.0001123581,0.002238189,0.00003203989,0.0001215303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3916602,"threshold_uncertainty_score":0.9566782,"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."}}