{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001329811,0.000428895,0.001241187,0.0001837825,0.000222137,0.000113046,0.0003029117,0.00009093864,0.00000800016],"category_scores_gemma":[0.0005883879,0.0004027825,0.00007582567,0.0009727892,0.00009992017,0.000370765,0.00009747345,0.0003971641,0.00000663575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006861418,"about_ca_system_score_gemma":0.002555167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003464264,"about_ca_topic_score_gemma":0.00238979,"domain_scores_codex":[0.9955965,0.0005864127,0.001080562,0.001167984,0.0006408405,0.0009277513],"domain_scores_gemma":[0.996448,0.0003070802,0.0003761066,0.0006478288,0.0006348642,0.001586061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002636305,0.001069771,0.9845466,0.002790885,0.00005997667,0.00002896655,0.001951769,0.00001933111,0.00001894381,0.00005441922,0.0006581592,0.006164873],"study_design_scores_gemma":[0.007540357,0.005395535,0.9704944,0.0000855241,0.000001802946,0.00001063823,0.00704563,0.0006791787,2.364602e-7,0.00000326941,0.008384158,0.0003592055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847667,0.001934849,0.0001783185,0.004057029,0.0001679493,0.006279753,0.001936813,0.0004613562,0.0002172986],"genre_scores_gemma":[0.9876472,0.00004234524,0.0007245086,0.006663707,0.0004301796,0.0008517565,0.003549751,0.00007338259,0.00001712453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01405214,"threshold_uncertainty_score":0.9998424,"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."}}