{"id":"W4320717776","doi":"10.3168/jds.2022-22377","title":"Association of herd hyperketolactia prevalence with transition management practices and herd productivity on Canadian dairy farms—A retrospective cross-sectional study","year":2023,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Reproductive Physiology in Livestock","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nutreco (Canada); University of Guelph","funders":"Elanco Animal Health; Ontario Ministry of Agriculture, Food and Rural Affairs","keywords":"Herd; Somatic cell count; Animal science; Ketosis; Dairy cattle; Bulk tank; Logistic regression; Animal husbandry; Mastitis; Medicine; Veterinary medicine; Ice calving; Mathematics; Biology; Statistics; Lactation; Agriculture; Pregnancy","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":[0.0007615918,0.000292874,0.000391069,0.001573747,0.001411385,0.0008555969,0.001083009,0.0003448889,0.001015073],"category_scores_gemma":[0.002017753,0.0004679198,0.0005013816,0.003160547,0.0005231535,0.0004398884,0.0006923705,0.000406316,0.0001417844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008788027,"about_ca_system_score_gemma":0.006748246,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9316113,"about_ca_topic_score_gemma":0.9504029,"domain_scores_codex":[0.9990547,0.00006964967,0.00008387407,0.0001932793,0.0003872853,0.000211185],"domain_scores_gemma":[0.9977307,0.0001275233,0.0008946972,0.0001204494,0.0007692138,0.0003575239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001696097,0.000009075385,0.9990245,0.000008315462,0.00002321179,0.00002177807,0.0001225777,0.00001529837,0.00009488422,0.000006682203,0.00007347876,0.0005832909],"study_design_scores_gemma":[7.429982e-7,0.0000136389,0.9996315,0.000003653888,0.000007117592,0.00002636961,0.0001412376,0.00005663661,0.00001036752,0.000002070875,0.0001044655,0.000002089438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979463,0.0002316882,0.00007411468,0.00003076461,0.000002426887,0.00002972033,0.001137442,0.000005875298,0.0005417091],"genre_scores_gemma":[0.9984017,0.0002070285,0.0001729513,0.00003412579,0.000003053669,0.0000185872,0.0009599249,0.000002322932,0.00020028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0683887,"threshold_uncertainty_score":0.1375828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02644875610910161,"score_gpt":0.2835868702517448,"score_spread":0.2571381141426432,"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."}}