{"id":"W4312172991","doi":"10.3389/fvets.2022.1061632","title":"Impact of recycled manure solids bedding on hygiene and odds of hock lesions in dairy cows","year":2022,"lang":"en","type":"article","venue":"Frontiers in Veterinary Science","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Fonds de Recherche du Québec – Nature et Technologies","funders":"Novalait; Natural Sciences and Engineering Research Council of Canada; Agria Djurförsäkring; Fonds Québécois de la Recherche sur la Nature et les Technologies; Canadian Dairy Commission","keywords":"Odds ratio; Udder; Herd; Odds; Hygiene; Animal science; Hock; Manure; Veterinary medicine; Medicine; Straw; Mastitis; Biology; Agronomy; Logistic regression; Internal medicine","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":[0.0005763127,0.0001653721,0.0003700037,0.0007868556,0.0002653611,0.00001032376,0.0004375613,0.00003701141,0.00004817095],"category_scores_gemma":[0.00006010771,0.0001575529,0.00008058872,0.001128573,0.0006045577,0.0002434193,0.0006779437,0.0002249358,4.192395e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002750997,"about_ca_system_score_gemma":0.0001055734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002506281,"about_ca_topic_score_gemma":0.000001937905,"domain_scores_codex":[0.9983559,0.0001255069,0.0003534815,0.0004181114,0.0003826255,0.000364406],"domain_scores_gemma":[0.9994378,0.0000446265,0.0001313988,0.0002864923,0.00003496585,0.00006467843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002797869,0.0005957267,0.745428,0.00006284354,0.00001946397,0.0005646991,0.004716476,0.0003409714,0.2296654,0.0003145141,0.0009781161,0.01451589],"study_design_scores_gemma":[0.000492092,0.009011813,0.9862682,0.00006611502,0.000006758972,0.00009926892,0.002667695,0.0008789786,0.000100336,0.0001383305,0.0001019324,0.0001684751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977854,0.0003478916,0.00008794409,0.00003903881,0.0003698782,0.000164596,0.00007497815,0.00001497269,0.001115251],"genre_scores_gemma":[0.9987187,0.00006683615,0.001102349,0.00001407627,0.000008958191,0.00002681692,0.000002985862,0.00001175571,0.00004747168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2408402,"threshold_uncertainty_score":0.642482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0549876853481203,"score_gpt":0.3580602115678511,"score_spread":0.3030725262197307,"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."}}