{"id":"W1963816988","doi":"10.5539/jas.v4n6p136","title":"Health Constraints and Farm Management Factors Influencing Udder Health of Dairy Cows in Malawi","year":2012,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Udder; Mastitis; Sanitation; Medicine; Herd; Veterinary medicine; Hygiene; Environmental health; Animal science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003054683,0.0001352015,0.0001894181,0.0003514691,0.0005131126,0.0004602706,0.0001945013,0.000217402,0.0008184131],"category_scores_gemma":[0.001148552,0.0001855977,0.0001165509,0.0004643223,0.0004092605,0.0003232799,0.0004761513,0.0002578213,0.00006409997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005247499,"about_ca_system_score_gemma":0.0003476325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02935332,"about_ca_topic_score_gemma":0.05964559,"domain_scores_codex":[0.9997457,0.00009075741,0.00001924282,0.00003072233,0.00003418484,0.00007943635],"domain_scores_gemma":[0.9994761,0.0001181594,0.0002765944,0.00001653678,0.00003462104,0.00007799248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004684219,0.00003205725,0.9968073,0.00001562369,0.00001389777,0.00009399863,0.0005536146,0.00002656091,0.0004340484,0.00001842904,0.00003873692,0.001918897],"study_design_scores_gemma":[0.00000113232,0.00004524067,0.9991748,0.0000063836,0.000003806583,0.00004484081,0.0005476594,0.00006236578,0.00001998656,0.000007168839,0.00008570855,9.281507e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997204,0.0001408701,0.00001510612,0.00002873212,6.792313e-7,0.000002548188,0.0000279692,3.310555e-7,0.00006345179],"genre_scores_gemma":[0.9997568,0.00009685141,0.00003255235,0.00001491774,0.000001497418,0.000002618347,0.00003394999,1.823855e-7,0.00006062818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02935332,"threshold_uncertainty_score":0.05836493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03653843500896677,"score_gpt":0.2845066875800266,"score_spread":0.2479682525710598,"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."}}