{"id":"W3088912464","doi":"10.1007/s00405-020-06362-4","title":"Peaks in online inquiries into pharyngitis-related symptoms correspond with annual incidence rates","year":2020,"lang":"en","type":"article","venue":"European Archives of Oto-Rhino-Laryngology","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medizinische Universität Wien","keywords":"Pharyngitis; Sore throat; Incidence (geometry); Medicine; Throat; Demography; Statistics; Internal medicine; Mathematics; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000285677,0.0004800103,0.001038416,0.0004168821,0.00007486797,0.00002540022,0.0007416227,0.00006839065,0.000203226],"category_scores_gemma":[0.001156227,0.0004207409,0.0001570572,0.0006307122,0.001724634,0.0003494635,0.0006727959,0.0007032868,0.0002214947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002990578,"about_ca_system_score_gemma":0.0002424024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007313567,"about_ca_topic_score_gemma":0.00010562,"domain_scores_codex":[0.9960382,0.001111533,0.0009657367,0.000920693,0.0003643148,0.0005994959],"domain_scores_gemma":[0.9976503,0.0006040048,0.0003884813,0.000739077,0.0001113793,0.0005067733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01647229,0.00163267,0.8276286,0.001065739,0.0009050184,0.01500112,0.03195296,0.0004377622,0.07151315,0.001284295,0.004044117,0.02806231],"study_design_scores_gemma":[0.006202505,0.004046071,0.9701929,0.0006821417,0.0001531594,0.0004414175,0.001120344,0.00160458,0.001874565,0.0001575141,0.0128719,0.000652866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889461,0.001368791,0.0008718803,0.002022708,0.0001306893,0.0007524578,0.0008295855,0.0002533966,0.004824419],"genre_scores_gemma":[0.9922906,0.0001872405,0.003456555,0.001706984,0.0001808705,0.00001374036,0.001495544,0.0001231312,0.0005453225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1425644,"threshold_uncertainty_score":0.9998245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0105465241149294,"score_gpt":0.2619562271001545,"score_spread":0.2514097029852251,"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."}}