{"id":"W2104683307","doi":"10.1002/anie.201302303","title":"Design and Synthesis of a Universal Antigen to Detect Brucellosis","year":2013,"lang":"en","type":"article","venue":"Angewandte Chemie International Edition","topic":"Brucella: diagnosis, epidemiology, treatment","field":"Veterinary","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Brucella; Brucellosis; Computer science; Antigen; Service (business); Computational biology; World Wide Web; Virology; Biology; Immunology; Business; Marketing","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":[0.0002230676,0.0001652912,0.0002294919,0.0001568243,0.00004568128,0.00002335871,0.0001808493,0.000120026,0.0009895908],"category_scores_gemma":[0.0003749833,0.0001611174,0.00007486331,0.00009243058,0.00007632225,0.00022714,0.00008922898,0.00007634683,0.0001883648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001698954,"about_ca_system_score_gemma":0.00002122538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006923486,"about_ca_topic_score_gemma":0.000007837425,"domain_scores_codex":[0.9989405,0.000080273,0.0002867904,0.0003162519,0.0001925327,0.000183669],"domain_scores_gemma":[0.9985226,0.0008622083,0.0001488238,0.0001706802,0.0001887057,0.0001070067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004661345,0.0003561676,0.00719622,0.00005818354,0.0006442626,0.00006061096,0.0005802299,0.00009680014,0.8608937,0.0001956905,0.1148297,0.01462232],"study_design_scores_gemma":[0.0003866064,0.0002599662,0.02431766,0.00009973245,0.000045205,0.00004107714,0.00009266859,0.0002138531,0.9714416,0.001012357,0.001919225,0.0001700025],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635393,0.0001950996,0.02545333,0.004992624,0.0007546596,0.0007379861,0.000114716,0.0001102154,0.004102063],"genre_scores_gemma":[0.986783,0.0002808367,0.0119543,0.0003129839,0.0002769089,0.0002305563,0.00004319237,0.00002112588,0.00009707515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1129105,"threshold_uncertainty_score":0.9999236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04861491111907581,"score_gpt":0.301671139239262,"score_spread":0.2530562281201862,"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."}}