{"id":"W3194068480","doi":"10.3389/fvets.2021.735345","title":"Transmission Dynamics of Corynebacterium spp. Within Two Danish Dairy Cattle Herds","year":2021,"lang":"en","type":"article","venue":"Frontiers in Veterinary Science","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grønt Udviklings- og Demonstrations Program","keywords":"Herd; Transmission (telecommunications); Biology; Mastitis; Veterinary medicine; Dairy cattle; Quarter (Canadian coin); Danish; Animal science; Corynebacterium; Bulk tank; Bacteria; Medicine; Microbiology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007052234,0.0001345902,0.0002375501,0.0000426657,0.0001875867,0.00005202404,0.0006150875,0.00006682496,0.0002282055],"category_scores_gemma":[0.00008642906,0.00007015629,0.00006557029,0.001256157,0.0006102541,0.0003952495,0.0001921373,0.0001560369,0.000004252321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009311783,"about_ca_system_score_gemma":0.0001198689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001314286,"about_ca_topic_score_gemma":0.0001663961,"domain_scores_codex":[0.9983562,0.0001330412,0.0003415729,0.00046283,0.0003742182,0.0003321657],"domain_scores_gemma":[0.9994792,0.00005063301,0.0001053652,0.0001427118,0.00009536449,0.0001266695],"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":[0.0001461403,0.0002849431,0.01308521,0.00006463173,0.000006405637,0.0001566443,0.0007480377,0.0001974483,0.8580154,0.001432659,0.001119739,0.1247428],"study_design_scores_gemma":[0.002039539,0.004762493,0.7444264,0.0009182723,0.00004014844,0.0007347221,0.01397972,0.03962397,0.07887413,0.01221899,0.100343,0.002038663],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935114,0.0002460899,0.001697013,0.0004173327,0.001459083,0.0001014993,0.00005905219,0.00002903948,0.002479451],"genre_scores_gemma":[0.9872949,0.00008432405,0.01160197,0.0001120668,0.00005299515,0.000004532081,0.0000527004,0.000001182647,0.0007952924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7791412,"threshold_uncertainty_score":0.2860891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02320810160604839,"score_gpt":0.2544004909173734,"score_spread":0.231192389311325,"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."}}