{"id":"W4223941548","doi":"10.1016/j.livsci.2022.104944","title":"Activity and rumination changes as predictors of calving in primiparous and multiparous Holstein cows","year":2022,"lang":"en","type":"article","venue":"Livestock Science","topic":"Effects of Environmental Stressors on Livestock","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; University of Alberta","funders":"Alberta Agriculture and Forestry","keywords":"Rumination; Ice calving; Animal science; Holstein Cattle; Biology; Dairy cattle; Lactation; Pregnancy; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004207539,0.0001018068,0.0001356387,0.0000416652,0.0003577714,0.00002963342,0.0002401417,0.00002736012,0.00002625747],"category_scores_gemma":[0.0001197894,0.00005390669,0.00001313305,0.0004112231,0.0005371604,0.0002665189,0.0004933454,0.0001278985,7.272393e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006604107,"about_ca_system_score_gemma":0.000008816917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001168996,"about_ca_topic_score_gemma":0.0004662224,"domain_scores_codex":[0.9988034,0.00009750095,0.0001027061,0.0003782642,0.0003839949,0.0002341267],"domain_scores_gemma":[0.9995105,0.0002205493,0.000109001,0.00005409115,0.000009579579,0.00009632659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002394878,0.0001020885,0.1536292,0.000007590576,0.000001268653,0.000003094083,0.0003941699,0.00006508783,0.817751,0.00008429581,0.000002459124,0.02793576],"study_design_scores_gemma":[0.0001304543,0.001041733,0.9776344,0.00001454625,0.000003219532,0.00001450915,0.0005132652,0.0004556544,0.0199303,0.00007484694,0.00007836012,0.0001087528],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988076,0.0001707831,5.427556e-7,0.0003340263,0.0000569081,0.0003852315,0.00001919541,0.00001695957,0.0002087372],"genre_scores_gemma":[0.9997035,0.00002729006,0.00008124195,0.00003819922,0.0000175856,0.0000539822,0.000002180736,8.20358e-7,0.00007515722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8240051,"threshold_uncertainty_score":0.2751725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009878138338369374,"score_gpt":0.2169405536272567,"score_spread":0.2070624152888874,"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."}}