{"id":"W4412432434","doi":"10.1016/j.tvjl.2025.106401","title":"1H NMR metabonomics and immune cell signature of milk may reveal insights into subclinical mastitis and quarter interdependence","year":2025,"lang":"en","type":"article","venue":"The Veterinary Journal","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Key Laboratory of Dynamic Cognitive System of Electromagnetic Spectrum Space; Università degli Studi di Padova","keywords":"Subclinical infection; Immune system; Quarter (Canadian coin); Signature (topology); Biology; Immunology; Psychology; Medicine; Internal medicine; Mathematics; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000552038,0.0001300789,0.0002484811,0.00002077747,0.0002803378,0.00007347662,0.0003299466,0.0001112646,0.00009114842],"category_scores_gemma":[0.00004449119,0.00004768027,0.00008313549,0.000109558,0.0002463369,0.0001479174,0.0002843486,0.000424939,0.000002356745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001096058,"about_ca_system_score_gemma":0.00001357289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007130399,"about_ca_topic_score_gemma":0.0000729522,"domain_scores_codex":[0.998854,0.000290842,0.0004057072,0.0001811137,0.0001127982,0.0001555628],"domain_scores_gemma":[0.9992637,0.0003823799,0.0001566743,0.0000766462,0.00004853142,0.00007206673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001187426,0.0002394817,0.002616294,0.000139485,0.0001265524,0.0001495032,0.002668332,0.000008426692,0.8621897,0.003482621,0.005182157,0.1220101],"study_design_scores_gemma":[0.003617862,0.01002583,0.6250057,0.001249375,0.0003853489,0.002965758,0.01036516,0.0005021344,0.02078469,0.1057766,0.2178658,0.001455735],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886155,0.007384537,0.00004619404,0.002958151,0.0003056214,0.00009032467,0.000009167597,0.000008687925,0.0005818674],"genre_scores_gemma":[0.996632,0.002128111,0.0003273063,0.000275375,0.0001380919,0.000002476741,0.000003072755,8.280455e-7,0.0004926995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.841405,"threshold_uncertainty_score":0.215616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01987172826327627,"score_gpt":0.2589557378310355,"score_spread":0.2390840095677593,"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."}}