{"id":"W2759138710","doi":"10.2196/publichealth.7429","title":"Influenzanet: Citizens Among 10 Countries Collaborating to Monitor Influenza in Europe","year":2017,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Representativeness heuristic; Environmental health; Vaccination; Epidemiology; Influenza season; The Internet; Family medicine; Public health; Medical emergency; Influenza vaccine; Nursing; Psychology; Computer science; World Wide Web; Immunology","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":[0.003213627,0.000454249,0.0003264006,0.001133795,0.0006860446,0.0009516965,0.0004971405,0.0006199902,0.005452721],"category_scores_gemma":[0.003674652,0.0002938184,0.0003428796,0.001449554,0.0002390332,0.0009372056,0.00236975,0.0004131627,0.002012574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005241273,"about_ca_system_score_gemma":0.001485305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01076982,"about_ca_topic_score_gemma":0.007338754,"domain_scores_codex":[0.9986784,0.0006141742,0.0001486698,0.0002520417,0.0001198341,0.0001868242],"domain_scores_gemma":[0.9961492,0.0006038991,0.0007210349,0.0003439278,0.0008023859,0.001379526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008142049,0.0003100176,0.8275149,0.0005252497,0.0001527841,0.0004646279,0.002897485,0.0003319679,0.001707558,0.0004564337,0.07130308,0.09352168],"study_design_scores_gemma":[0.0002432626,0.0004519823,0.8375267,0.0003005526,0.0001187697,0.0005102167,0.004907059,0.0008137975,0.000816151,0.0002066083,0.1540584,0.00004644843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8167289,0.001544111,0.004150518,0.002118001,0.0003294056,0.002695578,0.1396422,0.00117235,0.03161902],"genre_scores_gemma":[0.8566673,0.001366421,0.01941461,0.003011205,0.0002919598,0.007362999,0.09448885,0.0002716632,0.017125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01076982,"threshold_uncertainty_score":0.02141428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08371238478531012,"score_gpt":0.4118251827247519,"score_spread":0.3281127979394418,"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."}}