{"id":"W3029198179","doi":"10.2196/17242","title":"An Online Influenza Surveillance System for Primary Care Workers in Switzerland: Observational Prospective Pilot Study","year":2020,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Observational study; Context (archaeology); Epidemiology; Transmission (telecommunications); Pandemic; Family medicine; Attack rate; Emergency medicine; Medical emergency; Pediatrics; Disease; Infectious disease (medical specialty); Internal medicine; Coronavirus disease 2019 (COVID-19)","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":[0.003347742,0.0008981027,0.0005239687,0.0008630888,0.001289301,0.0008204166,0.0005398765,0.001055329,0.002013274],"category_scores_gemma":[0.004547659,0.0005241225,0.000602967,0.0005173166,0.0008470474,0.000880673,0.001050412,0.000708891,0.0007327163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001125257,"about_ca_system_score_gemma":0.001612076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01433389,"about_ca_topic_score_gemma":0.01396027,"domain_scores_codex":[0.9970585,0.001510764,0.0001947407,0.0004062527,0.0003629382,0.0004668069],"domain_scores_gemma":[0.9944916,0.00133807,0.00119909,0.0005727152,0.0009447393,0.001453866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007549195,0.00465431,0.9826168,0.0001451149,0.00006403503,0.000497688,0.002928478,0.0001586038,0.001689564,0.00001624948,0.0004415839,0.006032679],"study_design_scores_gemma":[0.0002275805,0.009380043,0.9869716,0.0000282908,0.00005373373,0.0002289518,0.002070852,0.0005165832,0.0002041846,0.00001247832,0.0002872958,0.00001849417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988394,0.00004513509,0.0001823326,0.00003106249,0.000006446626,0.0004430898,0.0002490801,0.00001079638,0.0001926035],"genre_scores_gemma":[0.9983243,0.00004665799,0.0004810459,0.00007785685,0.00002746562,0.0005932758,0.000345816,0.000002642748,0.0001008595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01433389,"threshold_uncertainty_score":0.02850091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09988175371833502,"score_gpt":0.352084590507791,"score_spread":0.252202836789456,"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."}}