{"id":"W2121541905","doi":"10.3168/jds.2010-3367","title":"Cow-specific treatment of clinical mastitis: An economic approach","year":2010,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Stichting voor de Technische Wetenschappen; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Ministerie van Economische Zaken","keywords":"Streptococcus dysgalactiae; Mastitis; Antimicrobial; Somatic cell count; Medicine; Antibiotics; Regimen; Streptococcus uberis; Lactation; Staphylococcus aureus; Streptococcus agalactiae; Internal medicine; Biology; Streptococcus; Pregnancy; Microbiology; Bacteria; Pathology","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":[0.001975751,0.000105217,0.000339283,0.00003423153,0.0001684887,0.00006799985,0.0007594373,0.00008253066,0.000461628],"category_scores_gemma":[0.00009956102,0.00003945795,0.000179951,0.0002067445,0.000804898,0.0005988609,0.00004819322,0.0001891568,0.0000137391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002928469,"about_ca_system_score_gemma":0.0001264744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005039261,"about_ca_topic_score_gemma":0.0002384706,"domain_scores_codex":[0.9983137,0.00008800407,0.0007942095,0.000248522,0.0003352424,0.0002203057],"domain_scores_gemma":[0.9987168,0.000191033,0.000552589,0.0001230037,0.000134676,0.0002818653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002467235,0.001821579,0.05627855,0.000007685329,0.00002564076,0.00002571372,0.0005477588,0.0001213027,0.2778091,0.009038175,0.001319208,0.6527586],"study_design_scores_gemma":[0.001199494,0.006241392,0.7805579,0.00002831231,0.00002767379,0.0003973191,0.001112347,0.0006609967,0.007731766,0.00188771,0.1998095,0.0003455717],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951457,0.00008832619,0.00003566217,0.000205327,0.0015407,0.00007533089,0.00002938263,0.000008122559,0.002871437],"genre_scores_gemma":[0.9950516,0.0002123636,0.003549205,0.00004356488,0.0010379,0.00000105832,0.000003045558,5.891421e-7,0.0001006761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7242794,"threshold_uncertainty_score":0.5054503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0927173076128673,"score_gpt":0.3326820034880507,"score_spread":0.2399646958751834,"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."}}