{"id":"W4205744884","doi":"10.2196/preprints.18993","title":"When “Corona” Goes Viral – Online Search Interests in Google for Coronavirus versus Its Incidence in Australia, Canada, the United Kingdom, and the United States: An Infodemiological Analysis (Preprint)","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Public health; Geography; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus; Online search; Political science; Demography; Medicine; World Wide Web; Computer science; Disease; Sociology; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00066936,0.0001865745,0.0003485729,0.004684103,0.0003879993,0.002260298,0.0004068181,0.0003840489,0.002914116],"category_scores_gemma":[0.005723502,0.0001156028,0.000700786,0.01055199,0.000489966,0.001342426,0.0006880042,0.0005109057,0.0005018828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003077125,"about_ca_system_score_gemma":0.002731584,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7210464,"about_ca_topic_score_gemma":0.7241678,"domain_scores_codex":[0.9993042,0.00007942006,0.00008495797,0.0001044541,0.0002310329,0.0001960423],"domain_scores_gemma":[0.9939018,0.001936906,0.001708878,0.0001297799,0.001656169,0.0006665016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002552843,0.00003562203,0.9802204,0.0003160251,0.0002489176,0.0001759636,0.00164213,0.0007417531,0.0002391099,0.0008355433,0.008462277,0.006826927],"study_design_scores_gemma":[0.000003505328,0.00002083113,0.9936056,0.00006042071,0.00006880489,0.00008242574,0.002490427,0.001340411,0.000105688,0.00005328459,0.002155473,0.00001295104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682387,0.001285768,0.00006330913,0.0005691574,0.00001775839,0.00001660679,0.02599209,0.00002653297,0.003790107],"genre_scores_gemma":[0.9844537,0.0005965289,0.0001096166,0.00009683613,0.0000246783,0.00001262251,0.0135055,0.00001413223,0.001186493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2789536,"threshold_uncertainty_score":0.5611929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2140059014865354,"score_gpt":0.4178200925797954,"score_spread":0.2038141910932599,"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."}}