{"id":"W2593411706","doi":"","title":"Associations between Canadian Holstein Dairy Cattle Health and Production Traits","year":2012,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dairy cattle; Production (economics); Milk production; Biology; Animal science; Biotechnology; Agricultural science; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001277201,0.0005706504,0.0003604821,0.0007696981,0.0009303919,0.0006719889,0.0008664486,0.0003373043,0.003229921],"category_scores_gemma":[0.001631776,0.0002607275,0.000538751,0.0009610635,0.0005366328,0.0001620083,0.00030462,0.000576905,0.0001983619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009742055,"about_ca_system_score_gemma":0.007572025,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9573224,"about_ca_topic_score_gemma":0.9698148,"domain_scores_codex":[0.9994918,0.00009993658,0.00001735791,0.0001427282,0.0001123506,0.0001357962],"domain_scores_gemma":[0.9991508,0.0003507159,0.0001035722,0.00007747833,0.0002140984,0.0001033084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006878084,0.0001294026,0.9638441,0.00004786595,0.000686928,0.0002575337,0.0003747729,0.01180969,0.004030904,0.001099137,0.001802851,0.0152289],"study_design_scores_gemma":[0.00002964972,0.0001022489,0.9724118,0.000008072726,0.0001059765,0.00008585332,0.0001685199,0.02496101,0.0003322141,0.0002266594,0.001546618,0.00002146954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992645,0.0002910264,0.002174886,0.0001534711,0.000009471426,0.00003051457,0.003235919,0.00004465407,0.001415004],"genre_scores_gemma":[0.9906757,0.0001938237,0.002818893,0.00004022018,0.00000461221,0.00003179794,0.002291828,0.00001597021,0.003927281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04267764,"threshold_uncertainty_score":0.08585793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657394096338123,"score_gpt":0.2317282588501417,"score_spread":0.2151543178867605,"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."}}