{"id":"W2620472095","doi":"10.1186/s12875-017-0636-y","title":"Practices of Lyme disease diagnosis and treatment by general practitioners in Quebec, 2008–2015","year":2017,"lang":"en","type":"article","venue":"BMC Family Practice","topic":"Vector-borne infectious diseases","field":"Immunology and Microbiology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Institut National de Santé Publique du Québec; Public Health Agency of Canada","funders":"Ministère de la Santé; Institut National de Santé Publique du Québec; Public Health Agency; Ministère de la Santé et des Services sociaux; Public Health Agency of Canada","keywords":"Medicine; Erythema migrans; Lyme disease; Borrelia burgdorferi; Ixodes scapularis; LYME; Disease; Public health; Population; Pediatrics; Internal medicine; Environmental health; Immunology; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003387659,0.0002606807,0.0003385295,0.0001175869,0.0003366772,0.0001320116,0.0002239205,0.0001685658,0.0001320742],"category_scores_gemma":[0.006615173,0.0002415538,0.000085757,0.00007023958,0.0003572212,0.002080349,0.0001119153,0.0001845458,0.000132486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001739204,"about_ca_system_score_gemma":0.0004308672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09456506,"about_ca_topic_score_gemma":0.01393611,"domain_scores_codex":[0.9980735,0.000683044,0.000357485,0.0004794432,0.00007890874,0.0003276079],"domain_scores_gemma":[0.9958112,0.001712912,0.001530545,0.0007156674,0.0001370003,0.00009264172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003063589,0.005244115,0.874731,0.0000914948,0.000768342,0.0001155195,0.0005504274,0.00003587464,0.03571334,0.0008883094,0.0721829,0.006615072],"study_design_scores_gemma":[0.003714687,0.0003863579,0.6474029,0.00005714424,0.0006945389,0.00003999895,0.001055427,0.00001279464,0.003295292,0.00004378216,0.3429189,0.0003781385],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701082,0.02280765,0.00002143262,0.002843678,0.0005128321,0.000576948,0.0002380565,0.00005466332,0.002836604],"genre_scores_gemma":[0.9888842,0.006680863,0.0003131687,0.0004263223,0.00006179279,0.0003153044,0.0001475379,0.0000298766,0.00314098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.270736,"threshold_uncertainty_score":0.985028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03805252074360347,"score_gpt":0.3257436034624159,"score_spread":0.2876910827188124,"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."}}