{"id":"W4386087198","doi":"10.3168/jds.2023-23380","title":"Activity behaviors and relative changes in activity patterns recorded by precision technology were associated with diarrhea status in individually housed calves","year":2023,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Dairy Farmers of Ontario; Ontario Research Foundation","keywords":"Diarrhea; Medicine; Feces; Barn; Animal science; Body mass index; Veterinary medicine; Internal medicine; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006849853,0.0003504642,0.000425801,0.0009507693,0.0004494354,0.0005821299,0.0004093633,0.0004927515,0.0006841384],"category_scores_gemma":[0.001544783,0.0003379479,0.0003083419,0.0004915522,0.0004701461,0.0002657474,0.0003153849,0.0003617874,0.00008439113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004541789,"about_ca_system_score_gemma":0.0002675601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005644185,"about_ca_topic_score_gemma":0.006827472,"domain_scores_codex":[0.9986466,0.0002915989,0.0001158521,0.0004857719,0.0002487678,0.0002114747],"domain_scores_gemma":[0.9989354,0.0002904779,0.0004255773,0.0001273667,0.0001028083,0.0001183809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003743551,0.0001988262,0.9909635,0.00001349887,0.00005808242,0.0003795598,0.0001168469,0.0000384157,0.005903694,0.00001991913,0.00002800196,0.001905378],"study_design_scores_gemma":[0.000008153896,0.0005518168,0.9973196,0.000003541106,0.00004028924,0.001028348,0.0001394555,0.0002262464,0.0005744554,0.00001148849,0.00009140718,0.000005135721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995516,0.0000937838,0.0002180819,0.000004216387,0.00000190728,0.000005893628,0.00004853224,0.0000031541,0.00007277309],"genre_scores_gemma":[0.9994774,0.00004335298,0.000272198,0.000007780133,0.000003268399,0.000008467819,0.00008969104,0.000001894447,0.00009598029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005644185,"threshold_uncertainty_score":0.01122266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04267032275922422,"score_gpt":0.332376984737488,"score_spread":0.2897066619782638,"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."}}