{"id":"W3099604015","doi":"10.3390/ani10112117","title":"Enhancing Drug Efficacy against Mastitis Pathogens—An In Vitro Pilot Study in Staphylococcus aureus and Staphylococcus epidermidis","year":2020,"lang":"en","type":"article","venue":"Animals","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Mastitis; Staphylococcus aureus; Staphylococcus epidermidis; Druggability; Antibiotics; Microbiology; Medicine; Biology; Bacteria","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007630673,0.0002807126,0.0004824541,0.00004335529,0.0001500026,0.0001023094,0.0003431716,0.00006409418,0.000157782],"category_scores_gemma":[0.0003260134,0.000148701,0.0000542661,0.0006123138,0.00007128086,0.0002196639,0.0002174057,0.0002893012,0.00002627582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003499129,"about_ca_system_score_gemma":0.0000179864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001844324,"about_ca_topic_score_gemma":0.02570874,"domain_scores_codex":[0.9973306,0.0005411461,0.0006078086,0.000735628,0.0002682806,0.0005165461],"domain_scores_gemma":[0.9990442,0.0004116179,0.0001224172,0.0001076514,0.0000395662,0.0002744838],"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":[0.0003467539,0.0006796718,0.03024272,0.00002311266,0.000009769109,0.000214636,0.00232724,0.00001967346,0.9383311,0.00006755542,0.00009090223,0.02764683],"study_design_scores_gemma":[0.001675631,0.004117223,0.9478643,0.00008022978,0.00001765549,0.000001667747,0.008646587,0.0001690148,0.03344661,0.000275918,0.002941884,0.0007632856],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970487,0.0004590616,0.000004147785,0.001063936,0.00006043922,0.0008577765,0.0001396315,0.00008363457,0.0002826898],"genre_scores_gemma":[0.998201,0.0001480629,0.0001344905,0.001168882,0.0002404327,0.00005378353,0.00003738634,0.000003668613,0.00001226826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9176216,"threshold_uncertainty_score":0.9920695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04912026997976301,"score_gpt":0.2645089077386363,"score_spread":0.2153886377588733,"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."}}