{"id":"W4381251648","doi":"10.3389/fvets.2023.1160350","title":"Alternatives to antibiotics for treatment of mastitis in dairy cows","year":2023,"lang":"en","type":"review","venue":"Frontiers in Veterinary Science","topic":"Probiotics and Fermented Foods","field":"Agricultural and Biological Sciences","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Hebei University of Engineering; Hebei University; National Natural Science Foundation of China","keywords":"Mastitis; Antibiotics; Antimicrobial; Antibiotic resistance; Lytic cycle; Medicine; Biotechnology; Disease; Biology; Veterinary medicine; Microbiology; Immunology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003433211,0.0004488206,0.0008405393,0.001748282,0.00017341,0.000618299,0.0004464798,0.0008097308,0.004052266],"category_scores_gemma":[0.000461816,0.0001625749,0.0005231872,0.0008365617,0.0002325846,0.0005799176,0.0003645607,0.001266426,0.001293415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002194092,"about_ca_system_score_gemma":0.0003401562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005289912,"about_ca_topic_score_gemma":0.00125231,"domain_scores_codex":[0.9998236,0.0000373611,0.00002654068,0.00002784263,0.00006790948,0.00001669998],"domain_scores_gemma":[0.9998112,0.0001031977,0.00003919045,0.000004711721,0.0000306097,0.0000110509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001336388,0.0001332987,0.0001381698,0.02504953,0.0001123605,0.0002188008,0.0000634657,0.0001916986,0.004086875,0.002553403,0.00828737,0.9590315],"study_design_scores_gemma":[0.00005032059,0.0003629283,0.001234027,0.008093772,0.0002045631,0.001730822,0.0001087705,0.0001164906,0.001247768,0.001667531,0.9851657,0.00001731712],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002873929,0.9984478,0.0001084925,0.0001556621,0.0001013293,0.000007652308,0.00001773513,0.000004964885,0.0008689409],"genre_scores_gemma":[0.001951409,0.9968258,0.0002847195,0.0001826596,0.000100681,0.000008525777,0.00003202869,0.000001695649,0.0006125244],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004052266,"threshold_uncertainty_score":0.01355612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1319898312605313,"score_gpt":0.358193340208926,"score_spread":0.2262035089483946,"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."}}