{"id":"W7162090578","doi":"10.82308/45677","title":"Custom-designed Nano-enabled Antibacterial Combination Therapy to combat Persistent Bacterial Pathogens associated with Bovine Mastitis","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mastitis; Virulence; Antibiotic resistance; Pathogen; Staphylococcus aureus; Antibiotics; Antimicrobial; Combination therapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001188107,0.0002787396,0.0002785468,0.0002218067,0.0001188112,0.0004580829,0.0002546833,0.0003768007,0.001545895],"category_scores_gemma":[0.0001189436,0.0001951515,0.0003460563,0.0001314014,0.0001218079,0.0002198221,0.0002260802,0.0004376743,0.0005090175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000329559,"about_ca_system_score_gemma":0.0002442216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003279593,"about_ca_topic_score_gemma":0.001069781,"domain_scores_codex":[0.9999083,0.000008873682,0.000005117511,0.00002269826,0.00003657182,0.0000183773],"domain_scores_gemma":[0.9999605,0.000008144407,0.00001155299,0.000002932901,0.0000093447,0.000007495312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009333967,0.0001087484,0.0002373615,0.0005029095,0.00001663453,0.0000706566,0.00005629514,0.001221645,0.9673266,0.0006419907,0.001055462,0.02866849],"study_design_scores_gemma":[0.00003789249,0.001962088,0.001959123,0.0001258421,0.00008417759,0.0003012966,0.00006744496,0.006321275,0.922979,0.0002452843,0.06588586,0.00003083971],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.884643,0.04065581,0.03581724,0.0008887398,0.0007157573,0.0007020739,0.001085809,0.0006744532,0.03481713],"genre_scores_gemma":[0.8838249,0.02771711,0.05255187,0.0006740847,0.00009863803,0.0007801753,0.0009101059,0.00008970147,0.03335344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001545895,"threshold_uncertainty_score":0.005171597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989024276561338,"score_gpt":0.2291499400611217,"score_spread":0.2092596972955083,"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."}}