{"id":"W2605721770","doi":"10.2196/publichealth.6764","title":"Health Care Professionals’ Evidence-Based Medicine Internet Searches Closely Mimic the Known Seasonal Variation of Lyme Borreliosis: A Register-Based Study","year":2017,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The Internet; Public health; Health care; Health informatics; Medicine; Lyme disease; Family medicine; Variation (astronomy); Epidemiology; MEDLINE; Medical record; World Wide Web; Internet privacy; Nursing; Computer science; Pathology","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":[0.005661986,0.0003681417,0.001148212,0.0002351647,0.0007187399,0.0001307885,0.0006578779,0.0001101495,0.00005872683],"category_scores_gemma":[0.003812127,0.0002433678,0.0001220993,0.0003595062,0.0004935339,0.0003151096,0.0001873091,0.000472889,0.00000788614],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003810429,"about_ca_system_score_gemma":0.007340262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00174972,"about_ca_topic_score_gemma":0.001679329,"domain_scores_codex":[0.9939382,0.002081706,0.001058845,0.0008072309,0.001287228,0.000826769],"domain_scores_gemma":[0.9941316,0.0009765251,0.001331392,0.001622715,0.0008298588,0.001107884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001227296,0.0008531407,0.9266979,0.002793346,0.00009368971,0.00001404754,0.004623307,0.000001329139,0.000008090585,0.00006839569,0.02929384,0.03432564],"study_design_scores_gemma":[0.004096358,0.002330296,0.976329,0.001443537,0.000005805419,0.000006768633,0.001898509,0.001468094,0.00000118191,0.00000556664,0.0122186,0.0001962239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6265134,0.01633552,0.0004178873,0.3506156,0.0004757161,0.004865968,0.0003481634,0.0001650239,0.0002627279],"genre_scores_gemma":[0.9883076,0.0002026478,0.0001723672,0.01001255,0.0003014858,0.0004157814,0.0003766935,0.00004077611,0.0001700754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3617942,"threshold_uncertainty_score":0.9982872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09754976004921569,"score_gpt":0.39647631298817,"score_spread":0.2989265529389544,"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."}}