{"id":"W4392644317","doi":"10.3390/ani14060848","title":"An ELISA Using Synthetic Mycolic Acid-Based Antigens with DIVA Potential for Diagnosing Johne’s Disease in Cattle","year":2024,"lang":"en","type":"article","venue":"Animals","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"Llywodraeth Cymru; Rural and Environment Science and Analytical Services Division","keywords":"Paratuberculosis; Mycobacterium bovis; Diva; Antigen; Mycolic acid; Biology; Serology; Antibody; Virology; Mycobacterium; Microbiology; Herd; Mycobacterium avium subsp. paratuberculosis; Tuberculosis; Immunology; Mycobacterium tuberculosis; Medicine; Bacteria; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002514142,0.0001845761,0.0002810222,0.0002924209,0.00009909068,0.0001677647,0.0000982697,0.0000616052,0.0002267053],"category_scores_gemma":[0.0002760094,0.0001477697,0.0001102409,0.0003230606,0.00007964433,0.0001749716,0.00002403997,0.0001382283,0.00002646999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001164041,"about_ca_system_score_gemma":0.0005055262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003990345,"about_ca_topic_score_gemma":0.0000847649,"domain_scores_codex":[0.9984345,0.00006344192,0.0002154946,0.0004441086,0.0003124992,0.0005298825],"domain_scores_gemma":[0.9988949,0.0002308487,0.00002821773,0.0003077268,0.00008589477,0.0004523574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003548575,0.001270812,0.5057396,0.002367614,0.0001552387,0.002998654,0.0003987656,0.0008500634,0.4765193,0.0002957672,0.001218533,0.004637131],"study_design_scores_gemma":[0.003083667,0.002202294,0.7965274,0.003589319,0.0006089778,0.00006006825,0.0001609601,0.07989869,0.1111924,0.0001755742,0.001853501,0.0006471248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940534,0.002146347,0.001505562,0.001014214,0.00009533115,0.0008846009,0.0001643946,0.00009563113,0.0000405757],"genre_scores_gemma":[0.9975154,0.00008831211,0.00148973,0.0003032439,0.0002969279,0.0001629448,0.00006781353,0.00005903958,0.00001654069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3653269,"threshold_uncertainty_score":0.6025874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03010467949114206,"score_gpt":0.3415603320248282,"score_spread":0.3114556525336862,"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."}}