{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000535154,0.0003681494,0.0004132235,0.0004029006,0.0001006977,0.0005061679,0.0001255911,0.0003716293,0.0003168124],"category_scores_gemma":[0.0008866286,0.0001482538,0.0002587901,0.0002153166,0.0001632434,0.0002008174,0.0001716648,0.0002050417,0.0000901107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001544931,"about_ca_system_score_gemma":0.0001516715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001278392,"about_ca_topic_score_gemma":0.001878206,"domain_scores_codex":[0.9998841,0.00003093805,0.000009465857,0.00003774006,0.00002276149,0.00001505252],"domain_scores_gemma":[0.9997035,0.0000972443,0.0001147379,0.00001504377,0.00004668361,0.00002276373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001782118,0.0002432912,0.7669955,0.0002756735,0.0003238806,0.0002883889,0.0002263251,0.003609048,0.2001756,0.0001095072,0.0002319948,0.02573876],"study_design_scores_gemma":[0.00001836432,0.001111325,0.9515877,0.00003291589,0.0002420945,0.0005528893,0.0001947515,0.02497867,0.0205083,0.0001898774,0.0005561643,0.00002684552],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969049,0.000982438,0.001696223,0.00002361807,0.000003643088,0.00001381295,0.0002123165,0.00002800183,0.000135004],"genre_scores_gemma":[0.997474,0.0003176662,0.001696006,0.00002098774,0.000004873416,0.00001668877,0.0003006863,0.000003083905,0.0001659484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001278392,"threshold_uncertainty_score":0.002830207,"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."}}