{"id":"W2761706986","doi":"10.2196/publichealth.6810","title":"A Smart Card-Based Electronic School Absenteeism System for Influenza-Like Illness Surveillance in Hong Kong: Design, Implementation, and Feasibility Assessment","year":2017,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health and Medical Research Fund; Food and Health Bureau; Queen Mary University of London","keywords":"Smart card; Absenteeism; Electronic surveillance; Environmental health; Medicine; Medical emergency; Computer science; Computer security; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004691481,0.0005960776,0.0004164721,0.0004760147,0.0004943925,0.0007612703,0.0009831205,0.0003867438,0.001336799],"category_scores_gemma":[0.0026423,0.000311841,0.0004508252,0.0002949557,0.0005454776,0.0006944021,0.0008256417,0.0002659,0.0002802171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002076265,"about_ca_system_score_gemma":0.004251693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03832543,"about_ca_topic_score_gemma":0.02148592,"domain_scores_codex":[0.998178,0.0007858741,0.000232742,0.00025763,0.0002839295,0.0002618911],"domain_scores_gemma":[0.9971668,0.0004982218,0.0002516765,0.0003170343,0.001243289,0.0005230346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002833419,0.008382726,0.8136938,0.00118427,0.0002535079,0.001556337,0.003971968,0.01185086,0.02435455,0.0004763807,0.001657411,0.1297849],"study_design_scores_gemma":[0.00125278,0.04182778,0.856258,0.0002207226,0.0006211567,0.000503042,0.007506344,0.06763,0.01841422,0.0001428825,0.005434273,0.0001888184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872082,0.00005971159,0.00811514,0.00006733034,0.0000180832,0.003353626,0.0003378585,0.0001464945,0.0006934948],"genre_scores_gemma":[0.9652997,0.0001176198,0.03099612,0.00009942949,0.000009916684,0.00228031,0.0005025081,0.000008938956,0.0006854889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03832543,"threshold_uncertainty_score":0.07620472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1298663251916805,"score_gpt":0.4596660055518696,"score_spread":0.3297996803601891,"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."}}