{"id":"W4409656275","doi":"10.1139/cjas-2024-0158","title":"Utilizing polyclonal antibodies to improve rumen function","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Animal Science","topic":"Toxin Mechanisms and Immunotoxins","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Polyclonal antibodies; Rumen; Antibody; Function (biology); Biology; Computational biology; Immunology; Food science; Cell biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0008794868,0.0005091019,0.0003863119,0.0004308182,0.0001097738,0.0004280311,0.0003322579,0.0005764065,0.002161107],"category_scores_gemma":[0.0004358979,0.0001475478,0.0003686388,0.0002063459,0.0002405011,0.000455592,0.0002820903,0.0006189684,0.0008903421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004383553,"about_ca_system_score_gemma":0.0002683894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005074341,"about_ca_topic_score_gemma":0.000744335,"domain_scores_codex":[0.9997547,0.00005255008,0.00001955371,0.00004423912,0.00008460428,0.00004433525],"domain_scores_gemma":[0.9998314,0.00004346004,0.00004383421,0.000009063039,0.00005688007,0.00001535363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000199657,0.0001140228,0.0007763809,0.001939604,0.00005014753,0.0001360482,0.00004350241,0.0002026848,0.910243,0.0007376227,0.0005205981,0.08503678],"study_design_scores_gemma":[0.0000929464,0.004375552,0.01055246,0.0005182271,0.0002878608,0.001692557,0.00009672595,0.0009997274,0.8741739,0.0008337536,0.1063466,0.00002965854],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5685501,0.3262313,0.08151613,0.001886991,0.0008299192,0.0003932057,0.0005641408,0.0008037707,0.01922448],"genre_scores_gemma":[0.8009976,0.1246425,0.05871618,0.001675216,0.0002769709,0.0002516697,0.0008179763,0.0001385965,0.01248329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002161107,"threshold_uncertainty_score":0.007229626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01095305546407971,"score_gpt":0.2429789046229194,"score_spread":0.2320258491588396,"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."}}