{"id":"W4403827959","doi":"10.3399/bjgpo.2024.0092","title":"Lyme disease in UK primary care: a knowledge, attitude, and practice survey","year":2024,"lang":"en","type":"article","venue":"BJGP Open","topic":"Vector-borne infectious diseases","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"University of Liverpool; National Institute for Health and Care Research; University of Oxford; National Institute for Health Research Health Protection Research Unit","keywords":"Respondent; Medicine; Lyme disease; Family medicine; Disease; LYME; Public health; Excellence; Nice; Borrelia burgdorferi; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005297686,0.0001644808,0.0002292246,0.000112646,0.00009507033,0.00017263,0.0002922867,0.0001091592,0.0003381582],"category_scores_gemma":[0.0007243343,0.0001521153,0.00004017949,0.0002564914,0.0001269752,0.0003461526,0.0005282032,0.0002089126,0.001069989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001406067,"about_ca_system_score_gemma":0.0005633599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003139538,"about_ca_topic_score_gemma":0.002932202,"domain_scores_codex":[0.9983513,0.0007228371,0.0001968832,0.0004461,0.00002559593,0.0002572812],"domain_scores_gemma":[0.9985662,0.000989127,0.00003617594,0.0002911628,0.00005936874,0.00005797873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003135533,0.001607235,0.8470904,0.0008602989,0.0010258,0.0007039245,0.003597624,0.000009721149,0.006443325,0.003851998,0.09502716,0.03664698],"study_design_scores_gemma":[0.0008905584,0.0000803608,0.835317,0.0001537317,0.00009947344,0.00005463715,0.00007999084,0.000001820198,0.00008551255,0.00008459944,0.1629261,0.0002263048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6143122,0.3007565,0.00003002089,0.0007331512,0.002043738,0.001833657,0.000565222,0.0002569565,0.07946853],"genre_scores_gemma":[0.9957755,0.0004379872,0.00002148425,0.0003073183,0.00003195108,0.000112174,0.0004363449,0.00002614023,0.002851161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3814632,"threshold_uncertainty_score":0.9997078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02736184933768174,"score_gpt":0.3261020080902423,"score_spread":0.2987401587525605,"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."}}