{"id":"W2300967637","doi":"10.1016/j.prevetmed.2016.03.009","title":"Risk factors for peri-parturient farmer diagnosed mastitis in New Zealand dairy herds: findings from a retrospective cohort study","year":2016,"lang":"en","type":"article","venue":"Preventive Veterinary Medicine","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"DairyNZ","keywords":"Mastitis; Retrospective cohort study; Herd; Medicine; Cohort; Dairy cattle; Veterinary medicine; Animal science; Biology; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006871451,0.0002799796,0.0005296145,0.00003673033,0.0001554211,0.00001741464,0.0002891927,0.00009970974,0.002482118],"category_scores_gemma":[0.0009713843,0.0001002285,0.0001115247,0.0002275918,0.0001523999,0.0001826526,0.0001504999,0.0001478142,0.00001512088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001333386,"about_ca_system_score_gemma":0.00001612583,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007549969,"about_ca_topic_score_gemma":0.003347605,"domain_scores_codex":[0.9977516,0.0003750138,0.0004451594,0.0007016101,0.0003429418,0.000383675],"domain_scores_gemma":[0.9981176,0.001336459,0.0001689842,0.0001313516,0.00006253589,0.000183049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003306709,0.0003032858,0.9741984,0.000004404661,0.0000870388,0.00004503928,0.002689828,1.655007e-7,0.009442802,0.00002178801,0.003486898,0.009389665],"study_design_scores_gemma":[0.002031963,0.005420793,0.972446,0.0002419084,0.00006892104,0.000003054776,0.002021473,0.000002548605,0.0001718563,0.001571398,0.01577109,0.0002490632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958681,0.0001589575,0.0001140517,0.0009207323,0.0005797879,0.001636673,0.0005666179,0.0000549362,0.000100144],"genre_scores_gemma":[0.996165,0.0003086094,0.00005849615,0.00005778812,0.0004646728,0.0001905046,0.0001318555,0.000003653519,0.002619469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01228419,"threshold_uncertainty_score":0.9990588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03726613933688427,"score_gpt":0.2837859382743964,"score_spread":0.2465197989375121,"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."}}