{"id":"W4224210160","doi":"10.3389/fvets.2022.859858","title":"Association Between Recycled Manure Solids Bedding and Subclinical Mastitis Incidence: A Canadian Cohort Study","year":2022,"lang":"en","type":"article","venue":"Frontiers in Veterinary Science","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Institut de Recherche et de Développement en Agroenvironnement; 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":"Mastitis; Animal science; Veterinary medicine; Subclinical infection; Manure; Somatic cell count; Medicine; Incidence (geometry); Bedding; Lactation; Biology; Mathematics; Internal medicine; Ecology; Ice calving; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003456494,0.0001208605,0.0002429466,0.0001235358,0.001134896,0.0001139069,0.000632759,0.00006109372,0.0002431138],"category_scores_gemma":[0.000319663,0.00007431053,0.00003396119,0.001202321,0.0001897191,0.0003502833,0.0004525853,0.0003070858,0.000002355697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006491116,"about_ca_system_score_gemma":0.0001102661,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02426191,"about_ca_topic_score_gemma":0.02311446,"domain_scores_codex":[0.9976169,0.0003717455,0.0003071277,0.000559696,0.0006416677,0.0005028693],"domain_scores_gemma":[0.999351,0.000171213,0.0001108655,0.00009180058,0.00003938329,0.0002357735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001578874,0.00004020425,0.9845387,0.00000175034,0.000008026776,0.00006480613,0.0002967231,0.000005972654,0.000374625,0.00003190539,0.001998659,0.01262286],"study_design_scores_gemma":[0.0001449991,0.0009860895,0.9760807,0.000008645387,0.00001127711,0.00001519104,0.002136257,0.0002837314,0.000003101459,0.0005912941,0.01956061,0.0001781766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967571,0.00007046662,0.00002107069,0.00106544,0.0009435607,0.0003466504,0.00008789647,0.00002809875,0.0006797308],"genre_scores_gemma":[0.9984638,0.00003498887,0.0003998778,0.000251746,0.0001064822,0.00006080045,0.00002171359,0.00000100952,0.000659567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01756195,"threshold_uncertainty_score":0.9947112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02735747606260019,"score_gpt":0.273065548779738,"score_spread":0.2457080727171378,"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."}}