{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005255578,0.0003771634,0.0004136993,0.0008200337,0.0007898076,0.0007806694,0.000635806,0.0005832076,0.001352748],"category_scores_gemma":[0.001386282,0.0007363233,0.0006643628,0.001365647,0.0004807984,0.000653939,0.0006165278,0.0007405381,0.0002404908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008011364,"about_ca_system_score_gemma":0.0007844839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.120215,"about_ca_topic_score_gemma":0.1361537,"domain_scores_codex":[0.999516,0.00009195194,0.00005052562,0.0001325767,0.00009005397,0.0001188097],"domain_scores_gemma":[0.9989288,0.0001071195,0.000436526,0.0001051436,0.0001459136,0.0002764548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008675645,0.00005144132,0.9988589,0.000004857269,0.00003566931,0.0001112894,0.000229989,0.000007013724,0.0002614532,0.000004019125,0.00003610148,0.0003126076],"study_design_scores_gemma":[0.000002518313,0.00004572454,0.9994724,0.000001894476,0.00001194264,0.00007491771,0.0003160179,0.00002086277,0.000009955372,0.000001759829,0.00004035315,0.000001634803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995628,0.00009312346,0.00002517125,0.00001523787,0.000002800993,0.000005983909,0.0001648426,8.806256e-7,0.0001290979],"genre_scores_gemma":[0.999225,0.0001160023,0.00006039827,0.00001903696,0.000003440092,0.00001248193,0.0002425507,0.000001382361,0.0003197236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.120215,"threshold_uncertainty_score":0.2390306,"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."}}