{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000907983,0.0002601716,0.0001708884,0.001052623,0.0007603557,0.0004373924,0.0004274344,0.0002118442,0.0005796526],"category_scores_gemma":[0.001098791,0.0001865514,0.0001489154,0.001056792,0.0003732971,0.0001377686,0.000225765,0.0002208433,0.00009489561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005077755,"about_ca_system_score_gemma":0.003933072,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8852153,"about_ca_topic_score_gemma":0.9448001,"domain_scores_codex":[0.9994624,0.00008353989,0.00002718374,0.00008754421,0.0002281904,0.0001111829],"domain_scores_gemma":[0.9989919,0.00009412274,0.000156274,0.00002328402,0.0005166888,0.0002177245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000982325,0.00005806838,0.9877747,0.00001486148,0.00003205878,0.00008155426,0.0004962966,0.0001593089,0.002957491,0.00002223815,0.00009088105,0.008214195],"study_design_scores_gemma":[0.000002982408,0.0001168032,0.9985771,0.000003703584,0.000009717611,0.00003966454,0.0003060434,0.000308409,0.000424811,0.000003428353,0.0002047388,0.00000263584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987916,0.000165743,0.0002312324,0.00001522338,0.000001965466,0.00003055193,0.00024201,0.00001165049,0.0005099741],"genre_scores_gemma":[0.9978271,0.0001199218,0.00104598,0.00002359391,0.000001285046,0.00001440053,0.0003095069,0.000002655535,0.0006555411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1147847,"threshold_uncertainty_score":0.2309213,"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."}}