{"id":"W4400912147","doi":"10.1089/vbz.2024.0042","title":"Lyme Disease Confirmatory Western Blot Is Redundant for Screen Negative Samples in Low Endemic Areas, British Columbia, Canada","year":2024,"lang":"en","type":"article","venue":"Vector-Borne and Zoonotic Diseases","topic":"Vector-borne infectious diseases","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"","keywords":"Lyme disease; Western blot; Geography; Biology; Virology; Medicine; Veterinary medicine; Genetics","routes":{"ca_aff":true,"ca_fund":false,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001171147,0.0004070411,0.0006524469,0.0001468946,0.0003308113,0.0004622074,0.0002861809,0.00017287,0.001231991],"category_scores_gemma":[0.0004277238,0.0005406884,0.0002215977,0.0002902627,0.0004788786,0.0002916473,0.0001304693,0.0002675421,0.00004770833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000298713,"about_ca_system_score_gemma":0.00229962,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6441982,"about_ca_topic_score_gemma":0.8050705,"domain_scores_codex":[0.9972337,0.0002047649,0.0005882954,0.001013556,0.0001297988,0.0008299099],"domain_scores_gemma":[0.9980293,0.0009479821,0.0001221755,0.0004215514,0.0001255585,0.0003534144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006557509,0.0009731448,0.816915,0.001761223,0.001540595,0.0009344323,0.0003397162,0.00003497116,0.0006613556,0.00082178,0.166193,0.009168954],"study_design_scores_gemma":[0.002021821,0.0001703608,0.9673226,0.001094465,0.0006494806,0.00008118376,0.000299675,0.00008216694,0.0002070357,0.0007792483,0.02651833,0.0007735646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9382141,0.04474533,0.00004703144,0.0008043764,0.001015155,0.001151226,0.01361796,0.0003099901,0.00009482088],"genre_scores_gemma":[0.9950463,0.0003499051,0.000008646542,0.001195408,0.0001708701,0.0003427547,0.0007955481,0.00008738965,0.00200318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1608723,"threshold_uncertainty_score":0.9997045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01018383902200832,"score_gpt":0.2234023058713934,"score_spread":0.2132184668493851,"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."}}