{"id":"W7162068217","doi":"10.82308/21588","title":"Understanding «Staphylococcus aureus» and associated inter-bacterial interactions to develop prophylactics and therapeutics for bovine clinical mastitis","year":2022,"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":"Staphylococcus aureus; Mastitis; Antibacterial agent; Micrococcaceae","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":[0.0007238621,0.0004717734,0.0004219476,0.0006423809,0.0002634675,0.001178136,0.0004383798,0.001156127,0.002189828],"category_scores_gemma":[0.0008248676,0.0002133283,0.0005438962,0.0002809201,0.0003596915,0.0008591339,0.0004656363,0.0009014832,0.0004812814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008610455,"about_ca_system_score_gemma":0.00186361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003477561,"about_ca_topic_score_gemma":0.005503146,"domain_scores_codex":[0.9995165,0.0001337146,0.00003495913,0.00006006195,0.000176083,0.00007867763],"domain_scores_gemma":[0.999546,0.0001125704,0.0001563343,0.00001879219,0.0001151842,0.00005107488],"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":[0.0005052927,0.0008571285,0.04822515,0.005232304,0.0002051427,0.0009247022,0.0008205363,0.002688903,0.6388087,0.007763816,0.005886316,0.288082],"study_design_scores_gemma":[0.0001465776,0.008649245,0.2648901,0.005972097,0.001157144,0.00774898,0.006442263,0.02261055,0.2269437,0.02062257,0.4346231,0.0001936691],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5172009,0.4010155,0.02713276,0.02529662,0.001264543,0.0004143401,0.00067171,0.0002358719,0.02676785],"genre_scores_gemma":[0.7931361,0.1725805,0.02225785,0.004465357,0.000452071,0.0001470657,0.0004524197,0.0000223999,0.006486494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003477561,"threshold_uncertainty_score":0.007325649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1772505307247217,"score_gpt":0.3602746405260099,"score_spread":0.1830241098012881,"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."}}