{"id":"W2148791724","doi":"10.1016/j.cmi.2014.11.014","title":"Ticking the right boxes: classification of patients suspected of Lyme borreliosis at an academic referral center in the Netherlands","year":2014,"lang":"en","type":"article","venue":"Clinical Microbiology and Infection","topic":"Vector-borne infectious diseases","field":"Immunology and Microbiology","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Lyme borreliosis; Medicine; Referral; Center (category theory); Lyme disease; Dermatology; Pediatrics; Family medicine; Borrelia burgdorferi; Virology; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004284763,0.0004904502,0.0005781576,0.001996588,0.00145288,0.001378705,0.0009962152,0.001400906,0.005656515],"category_scores_gemma":[0.002407083,0.0005469994,0.0004589838,0.001416848,0.0008238692,0.001038027,0.001028572,0.0007087847,0.0006940488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001085348,"about_ca_system_score_gemma":0.001259963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01796259,"about_ca_topic_score_gemma":0.02321969,"domain_scores_codex":[0.9990745,0.0001356823,0.0001461264,0.0001337251,0.0001178404,0.0003921763],"domain_scores_gemma":[0.9980713,0.0002478891,0.0007376611,0.00002953198,0.0001710886,0.000742546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001238789,0.00008843554,0.9946899,0.00001438362,0.00000787059,0.003358005,0.0003181238,0.00004619679,0.0002251865,0.00002783876,0.0002827321,0.0008174358],"study_design_scores_gemma":[0.0000298773,0.000230839,0.9760741,0.00006017897,0.00002679561,0.01375434,0.008507791,0.0007435241,0.000104881,0.00008431554,0.0003577986,0.00002563413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986486,0.000170248,0.0000359596,0.0001546589,0.00001147973,0.00001617425,0.0001156259,0.000003590257,0.0008438319],"genre_scores_gemma":[0.9994035,0.0001012272,0.00007586285,0.00007449336,0.00001665354,0.000007633016,0.0001222222,0.000003159201,0.0001951965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01796259,"threshold_uncertainty_score":0.03571612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0296343496948686,"score_gpt":0.3123601791055838,"score_spread":0.2827258294107152,"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."}}