{"id":"W4310196553","doi":"10.3390/ani12233288","title":"Diagnosing Intramammary Infection: Meta-Analysis and Mapping Review on Frequency and Udder Health Relevance of Microorganism Species Isolated from Bovine Milk Samples","year":2022,"lang":"en","type":"review","venue":"Animals","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island; Ministère de l'Agriculture, des Pêcheries et de l'Alimentation; University of Calgary; University of Guelph; Université de Montréal","funders":"Agriculture and Agri-Food Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Microorganism; Udder; Staphylococcus epidermidis; Mastitis; Staphylococcus; Bovine milk; Biology; Somatic cell count; Microbiology; Veterinary medicine; Staphylococcus aureus; Food science; Medicine; Ice calving; Bacteria; Lactation; Pregnancy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008645911,0.0003843949,0.003355675,0.00006163779,0.000305552,0.00005554768,0.000210938,0.0001395687,0.005850912],"category_scores_gemma":[0.0003666351,0.0001652005,0.0008123385,0.001015926,0.000105818,0.00006412277,0.000203094,0.0003403502,0.000004514779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000418476,"about_ca_system_score_gemma":0.00003126044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002997565,"about_ca_topic_score_gemma":0.001672878,"domain_scores_codex":[0.9969314,0.0008735949,0.001042318,0.0006661782,0.0002422277,0.0002442314],"domain_scores_gemma":[0.9967909,0.002033074,0.0008751793,0.0001592495,0.00004154633,0.0001000481],"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":[0.000007032825,0.00008891318,0.0001454375,0.01287687,0.01450951,0.00001244543,0.0001022741,9.88078e-8,0.0002138441,0.0005059681,0.002519473,0.9690181],"study_design_scores_gemma":[0.00002852034,0.0003251172,0.00122313,0.002718226,0.02138056,0.00001186825,0.00002519232,2.117262e-7,0.000004484005,0.0003373694,0.9736443,0.0003010856],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008810738,0.9960546,0.00001157125,0.001005692,0.00005890048,0.0005783519,0.001267912,0.00003564763,0.0001061788],"genre_scores_gemma":[0.0002120886,0.9975787,0.0003961428,0.001004735,0.0001209617,0.00005778372,0.0005521066,0.000003624519,0.00007381319],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9711248,"threshold_uncertainty_score":0.9950579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1988790269817247,"score_gpt":0.3278027230329974,"score_spread":0.1289236960512727,"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."}}