{"id":"W2110787179","doi":"10.3168/jds.2008-1514","title":"Invited Review: Reliability of genomic predictions for North American Holstein bulls","year":2008,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1372,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"U.S. Department of Agriculture","keywords":"Pedigree chart; Daughter; Biology; Brown Swiss; Genetics; Statistics; Artificial insemination; genomic DNA; Dairy cattle; Animal science; Mathematics; Gene; Evolutionary biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.008860574,0.001063741,0.002763803,0.003174034,0.0004720204,0.00305566,0.002888867,0.004444361,0.007788072],"category_scores_gemma":[0.05057235,0.0007076676,0.001127723,0.002864386,0.001112461,0.002130641,0.0009239796,0.002798781,0.005178091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002412057,"about_ca_system_score_gemma":0.004120087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007349517,"about_ca_topic_score_gemma":0.006293482,"domain_scores_codex":[0.9966626,0.0009105293,0.0006129456,0.0006895075,0.001013825,0.0001105722],"domain_scores_gemma":[0.9260749,0.03102582,0.004331256,0.001085803,0.03637867,0.001103418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003823291,0.00002908939,0.001692484,0.02380224,0.0005623255,0.0001313242,0.0001019209,0.0002266084,0.0003591618,0.0006145995,0.6685597,0.3035382],"study_design_scores_gemma":[0.0001266937,0.0001727997,0.01356124,0.02610302,0.001165094,0.0005704327,0.0002005577,0.0002820086,0.000411681,0.001498166,0.9557956,0.0001127206],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005362296,0.9364666,0.0004430709,0.02949096,0.03025812,0.0000437538,0.0005720104,0.00007409148,0.002115185],"genre_scores_gemma":[0.008234508,0.9144191,0.0008325017,0.02488578,0.04599557,0.0001241983,0.001249408,0.000113506,0.00414546],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008860574,"threshold_uncertainty_score":0.04685974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01418610912007686,"score_gpt":0.2585317497720845,"score_spread":0.2443456406520077,"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."}}