{"id":"W4414685447","doi":"10.1038/s41598-025-15690-6","title":"Candidate serum metabolite biomarkers of subclinical Haemonchus contortus infection in sheep","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Helminth infection and control","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Olds College; Dalhousie University","funders":"Mitacs; Dalhousie University; University of Alberta","keywords":"Haemonchus contortus; Subclinical infection; Deworming; Anthelmintic; Feces; Whole blood; Eggs per gram; Metabolite","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00256948,0.0001458404,0.0003740883,0.0005522333,0.0001253289,0.0001025017,0.000084486,0.0001320113,0.0003168781],"category_scores_gemma":[0.0005988726,0.0001367694,0.0001869854,0.001014156,0.0002428589,0.0001959517,0.00007109091,0.0001570755,0.0000253699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008771491,"about_ca_system_score_gemma":0.0002744218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001654831,"about_ca_topic_score_gemma":0.001438142,"domain_scores_codex":[0.9975287,0.0001799864,0.001076281,0.0006209714,0.0002836534,0.0003104233],"domain_scores_gemma":[0.9985809,0.00007835529,0.000333363,0.0007273941,0.0001819671,0.00009798551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002643637,0.0002991893,0.9310189,0.00009421474,0.0001624477,0.00089323,0.0002279717,0.00002390964,0.02926548,0.0005691551,0.005281337,0.03189979],"study_design_scores_gemma":[0.001099658,0.0001190229,0.8265216,0.0001201113,0.00008306601,0.0002450734,0.00006142618,0.001009223,0.01212048,0.003011805,0.155344,0.0002644785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706637,0.000200285,0.0002670703,0.000184332,0.01265904,0.0003762159,0.000007285507,0.00008196234,0.01556012],"genre_scores_gemma":[0.9968939,0.00001181904,0.00003350168,0.00007909289,0.00003453644,0.00003835809,0.00002028272,0.000008530011,0.002879999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1500627,"threshold_uncertainty_score":0.5577293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02964639000579372,"score_gpt":0.3450327910027604,"score_spread":0.3153864009969667,"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."}}