{"id":"W2111147109","doi":"10.3168/jds.2009-2915","title":"Relationship between female fertility and production traits in Canadian Holsteins","year":2010,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Reproductive Physiology in Livestock","field":"Agricultural and Biological Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Heritability; Bivariate analysis; Fertility; Genetic correlation; Predictability; Trait; Biology; Ice calving; Univariate; Sire; Milk production; Animal science; Parity (physics); Production (economics); Biotechnology; Statistics; Demography; Genetic variation; Lactation; Mathematics; Genetics; Multivariate statistics; Population; Pregnancy; Gene; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001646372,0.00005881441,0.0001072305,0.00006686038,0.0002400151,0.0000363793,0.0002719992,0.00004867633,0.00001215387],"category_scores_gemma":[0.001679881,0.00002430701,0.00002282458,0.0006063796,0.0004909066,0.00067996,0.00002531173,0.0003594634,0.000002696312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004482597,"about_ca_system_score_gemma":0.000133184,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00398875,"about_ca_topic_score_gemma":0.029497,"domain_scores_codex":[0.9990931,0.00005089244,0.0002168448,0.0002237677,0.0001914721,0.0002239168],"domain_scores_gemma":[0.9993375,0.0001217663,0.000132735,0.00005059408,0.0001384483,0.0002189665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004558879,0.000009937645,0.6731965,8.396386e-7,4.525496e-7,7.72508e-7,0.0001128698,0.000002249757,0.3234568,0.00005612245,0.000008942498,0.00314996],"study_design_scores_gemma":[0.00003590876,0.0002235115,0.9951426,0.000007066089,0.000002492485,0.00002087228,0.0001015627,0.000001647828,0.001456805,0.002809602,0.0001461822,0.00005170066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964192,0.00002506412,2.625362e-7,0.002995963,0.0002852792,0.00008690426,0.000003593667,0.000003609056,0.0001801162],"genre_scores_gemma":[0.999449,7.341408e-7,0.0002354453,0.00002094432,0.0002598293,8.765347e-7,5.276038e-7,2.890998e-7,0.00003235355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.322,"threshold_uncertainty_score":0.9882122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04786008293491049,"score_gpt":0.2749060105211019,"score_spread":0.2270459275861914,"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."}}