{"id":"W4414435637","doi":"10.1093/tas/txaf129","title":"Application of DNA parentage testing and EnVigour HX™ to evaluate bull prolificacy and heifer performance in beef cattle breeding programs in Western Canada","year":2025,"lang":"en","type":"article","venue":"Translational Animal Science","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Saskatchewan Cattlemen's Association; Ministry of Agriculture - Saskatchewan","keywords":"Sire; Ice calving; Crossbreed; Beef cattle; Fertility; Longevity; Reproduction; Progeny testing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002085502,0.00005852251,0.00006144964,0.00003953635,0.00004652358,0.00001002747,0.00009551532,0.00002220783,5.574442e-7],"category_scores_gemma":[0.00002681478,0.00005672525,0.000004375002,0.0002333832,0.0001124876,0.000007210501,0.00002932217,0.00003597413,1.017277e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001094491,"about_ca_system_score_gemma":0.0002351512,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005383709,"about_ca_topic_score_gemma":0.02151819,"domain_scores_codex":[0.9993644,0.000009397238,0.0001378955,0.0002302449,0.0001300789,0.0001280249],"domain_scores_gemma":[0.9998267,0.00001761416,0.00002345867,0.00005399298,0.00003974819,0.00003847145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003316303,0.00002013409,0.7974511,0.00002568019,0.000001190094,4.235395e-8,0.0001363238,0.0009371142,0.1878121,0.0002876175,6.952116e-7,0.01329482],"study_design_scores_gemma":[0.0002026751,0.000124894,0.992974,0.00002981946,0.00000233815,0.000001664561,0.00003275274,0.001144362,0.005207256,0.000125835,0.00009467334,0.00005973529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985446,0.0000976032,0.0006776747,0.0002173828,0.00001222282,0.0002460384,0.000004541964,0.00000158377,0.0001983118],"genre_scores_gemma":[0.9952898,0.000002497583,0.004608729,0.00004042561,0.00001138585,0.00002424779,0.0000040981,0.000002127131,0.00001668612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1955228,"threshold_uncertainty_score":0.9963366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02360595344055953,"score_gpt":0.2634259224870647,"score_spread":0.2398199690465052,"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."}}