{"id":"W4381429613","doi":"10.5539/sar.v12n2p1","title":"DNA-based Paternity Analysis in Multi-bull Breeding Programs on Beef Cattle Operations in Western Canada","year":2023,"lang":"en","type":"article","venue":"Sustainable Agriculture Research","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Ice calving; Animal science; Biology; Veterinary medicine; Seasonal breeder; Beef cattle; Lactation; Pregnancy; Ecology; Medicine; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007209672,0.0001990299,0.0002315976,0.0009634289,0.001035952,0.0005527251,0.0005807384,0.000209219,0.0006984905],"category_scores_gemma":[0.00121565,0.0001906171,0.00017491,0.001089813,0.0007611477,0.0002005222,0.0003470191,0.0002531757,0.00007570128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006768398,"about_ca_system_score_gemma":0.003853829,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8928256,"about_ca_topic_score_gemma":0.9700729,"domain_scores_codex":[0.9993862,0.00007439367,0.00002171994,0.000130784,0.0001923661,0.0001945086],"domain_scores_gemma":[0.998882,0.0001498086,0.0003007506,0.00003322572,0.0003493269,0.000284818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006246232,0.00002492076,0.9930201,0.000007565272,0.00002750187,0.00008493555,0.0008600303,0.00009113975,0.00152103,0.0000212201,0.00004416331,0.004234959],"study_design_scores_gemma":[0.000001123602,0.00003226788,0.9993594,0.000001925601,0.000004106275,0.00002847185,0.0003041084,0.0001093649,0.00008466033,0.00000244156,0.00007031042,0.000001775954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999811,0.00003464317,0.00003717244,0.000004453198,3.714444e-7,0.000003372926,0.00005170415,9.353264e-7,0.00005637129],"genre_scores_gemma":[0.9993754,0.00003956688,0.0001649904,0.00001048017,6.258411e-7,0.00000321897,0.000148236,0.000001139681,0.0002563942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1071744,"threshold_uncertainty_score":0.2156111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03574059062934273,"score_gpt":0.3164467708584592,"score_spread":0.2807061802291165,"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."}}