{"id":"W3105462723","doi":"10.1016/j.prevetmed.2020.105210","title":"Variations in the profitability of dairy farms in Victoria, Australia by different levels of engagement in bovine Johne’s disease control","year":2020,"lang":"en","type":"article","venue":"Preventive Veterinary Medicine","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Genome Canada","keywords":"Paratuberculosis; Profitability index; Agricultural science; Revenue; Herd; Vaccination; Business; Net profit; Net income; Demographics; Profit (economics); Socioeconomics; Veterinary medicine; Economics; Medicine; Demography; Finance; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006358599,0.0001218453,0.0002094489,0.0005451067,0.0007567804,0.0009717196,0.0005447377,0.0004904021,0.002116977],"category_scores_gemma":[0.00267882,0.0003198509,0.0002531134,0.001105206,0.0008160737,0.0004584318,0.001233245,0.000584348,0.000281068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002843346,"about_ca_system_score_gemma":0.001751683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2426194,"about_ca_topic_score_gemma":0.4489707,"domain_scores_codex":[0.9985908,0.0003589183,0.00009461799,0.0002018353,0.0002121445,0.0005416812],"domain_scores_gemma":[0.9977018,0.0002784513,0.0008518528,0.00005624175,0.0003897854,0.0007219756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001554987,0.00004884523,0.9897753,0.00003468935,0.00006787467,0.0001632315,0.003121834,0.0001909818,0.001443944,0.000238085,0.0003095297,0.004450273],"study_design_scores_gemma":[9.451651e-7,0.00001886043,0.9983383,0.000006506612,0.000002675192,0.00002615818,0.001357758,0.00009459497,0.00001785041,0.00001999004,0.0001142903,0.00000208496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998845,0.00006978183,0.00004052049,0.0001287397,0.000001722884,0.000006260499,0.0001765506,0.000001030795,0.0007304837],"genre_scores_gemma":[0.999467,0.00003524744,0.00005496294,0.00002511252,0.000001247798,0.000004591058,0.00007627189,0.000001009041,0.0003346503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2426194,"threshold_uncertainty_score":0.4824145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1090875957196521,"score_gpt":0.3712630932407651,"score_spread":0.262175497521113,"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."}}