{"id":"W4406098156","doi":"10.1089/vbz.2024.0088","title":"Perspective: Incidence of Clinician-Diagnosed Lyme Disease in Manitoba, Canada 2009–2018","year":2025,"lang":"en","type":"article","venue":"Vector-Borne and Zoonotic Diseases","topic":"Vector-borne infectious diseases","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Manitoba Health; Public Health Agency of Canada; University of Manitoba","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Lyme disease; Incidence (geometry); Perspective (graphical); Medicine; Disease; Epidemiology; LYME; Demography; Geography; Borrelia burgdorferi; Virology; Immunology; Pathology; Sociology; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001253772,0.0003755216,0.0006277864,0.0003363201,0.0001723614,0.00003198579,0.0003462787,0.0001434052,0.0004204291],"category_scores_gemma":[0.001345182,0.0003710679,0.000158395,0.0006072335,0.0004976369,0.0001770951,0.0001844603,0.0002373196,0.000035881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004195635,"about_ca_system_score_gemma":0.00221989,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4700109,"about_ca_topic_score_gemma":0.4841463,"domain_scores_codex":[0.9977268,0.0002831998,0.0006191524,0.000700108,0.0001089136,0.0005618502],"domain_scores_gemma":[0.9980459,0.0008191219,0.0001997898,0.0005707857,0.0001974255,0.0001670148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006997277,0.001166151,0.965057,0.0002412733,0.0003794646,0.000229796,0.0001073895,0.00008867073,0.0007854459,0.01135988,0.01838338,0.001501842],"study_design_scores_gemma":[0.00184727,0.0001188772,0.9923377,0.0002972705,0.0003878407,0.000003732618,0.0009886513,0.00002372789,0.0005012858,0.001173693,0.001959811,0.00036016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9586621,0.03703096,0.00001606937,0.0009726412,0.001056775,0.0005615855,0.0007361214,0.00009212765,0.000871646],"genre_scores_gemma":[0.9981488,0.0003675822,0.000006343513,0.0006721542,0.00005740717,0.00008558574,0.00007304096,0.00002491853,0.0005641671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03948672,"threshold_uncertainty_score":0.9998741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009869716334243191,"score_gpt":0.2475361524435999,"score_spread":0.2376664361093567,"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."}}