{"id":"W4412162446","doi":"10.3390/molecules30142906","title":"Towards Understanding the Basis of Brucella Antigen–Antibody Specificity","year":2025,"lang":"en","type":"article","venue":"Molecules","topic":"Brucella: diagnosis, epidemiology, treatment","field":"Veterinary","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; National Institutes of Health","keywords":"Brucella; Antigen; Antibody; Brucellosis; Brucella abortus; Immunology; Virology; Computational biology; Microbiology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005195316,0.0004526083,0.0007350256,0.0002656968,0.0002233444,0.0007250893,0.0008331764,0.0007810229,0.002013962],"category_scores_gemma":[0.001006313,0.0003413274,0.0004621643,0.0002231949,0.0004885042,0.001276709,0.0004089616,0.0008596285,0.0004573547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004391433,"about_ca_system_score_gemma":0.0006895941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001372636,"about_ca_topic_score_gemma":0.00103712,"domain_scores_codex":[0.9998436,0.00004785024,0.000009559038,0.000035846,0.00003524559,0.00002781283],"domain_scores_gemma":[0.9998028,0.0001084459,0.00003002931,0.00001544763,0.0000261753,0.0000170683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0004003306,0.000305227,0.0265905,0.001115753,0.0002938646,0.0007100214,0.0002335629,0.4814311,0.3359142,0.1016081,0.001124051,0.05027334],"study_design_scores_gemma":[0.00004165658,0.0002112389,0.003984586,0.00004370367,0.00007107056,0.0002538052,0.000093227,0.9425384,0.01778704,0.03252926,0.002425566,0.0000204181],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7622941,0.007318608,0.2156809,0.001661912,0.00007044931,0.0001505786,0.0003313244,0.0003372472,0.0121548],"genre_scores_gemma":[0.9682773,0.003001898,0.02736186,0.000225012,0.00001675219,0.00005605305,0.000297121,0.0000353904,0.0007285755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002013962,"threshold_uncertainty_score":0.006737351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1147257667917282,"score_gpt":0.3760738116392431,"score_spread":0.2613480448475149,"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."}}