{"id":"W3041278901","doi":"10.2196/19354","title":"Association of Search Query Interest in Gastrointestinal Symptoms With COVID-19 Diagnosis in the United States: Infodemiology Study","year":2020,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Nausea; Vomiting; Medicine; Diarrhea; Constipation; Abdominal pain; Disease; Population; Pediatrics; Internal medicine; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.003881186,0.0001754511,0.0006270027,0.0002871201,0.00005440321,0.0000289486,0.000207872,0.00005114325,0.00002512316],"category_scores_gemma":[0.005342854,0.0001245054,0.00002866734,0.001455443,0.0001146266,0.00009619136,0.00007804162,0.0004989007,0.000003464175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003551689,"about_ca_system_score_gemma":0.001347757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00245612,"about_ca_topic_score_gemma":0.009400179,"domain_scores_codex":[0.9958278,0.002147529,0.0006855344,0.0004003448,0.0003445661,0.0005942405],"domain_scores_gemma":[0.9964649,0.002029775,0.0002813243,0.0002969958,0.0001864362,0.0007405485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005212635,0.0005091018,0.9885984,0.0004675288,0.00002275191,0.00007031265,0.005439921,0.00006155529,4.797914e-7,0.0000418057,0.00359395,0.0006729462],"study_design_scores_gemma":[0.003165162,0.002321036,0.9794007,0.00006276846,9.69456e-7,0.00002470288,0.006029801,0.001410905,3.891202e-8,0.000005878322,0.007479901,0.00009815286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9161034,0.0001116979,0.0001374582,0.08198984,0.00001173062,0.001403107,0.0001555323,0.00004910194,0.00003808594],"genre_scores_gemma":[0.9796101,0.0001797884,0.00006022409,0.01932505,0.0000366078,0.0002415982,0.0005244708,0.00001425028,0.000007891029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06350667,"threshold_uncertainty_score":0.6396281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08929550732704744,"score_gpt":0.366214687262026,"score_spread":0.2769191799349786,"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."}}