{"id":"W4317721967","doi":"10.3389/fvets.2023.1095293","title":"Analysis of patterns of livestock movements in the Cattle Corridor of Uganda for risk-based surveillance of infectious diseases","year":2023,"lang":"en","type":"article","venue":"Frontiers in Veterinary Science","topic":"Animal Disease Management and Epidemiology","field":"Agricultural and Biological Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"Consortium of International Agricultural Research Centers","keywords":"Livestock; Veterinary medicine; Agriculture; Animal health; Christian ministry; Beef cattle; Disease control; Biology; Geography; Animal husbandry; Agricultural science; Biotechnology; Animal science; Ecology; Medicine; Political science","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":[0.000797656,0.0002552307,0.0001688576,0.003784048,0.0003951919,0.0007556076,0.0002618356,0.0001803563,0.001317608],"category_scores_gemma":[0.003083975,0.0001719854,0.0002236205,0.003649427,0.0001915352,0.000540961,0.0008277048,0.0001870918,0.0001931043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004147087,"about_ca_system_score_gemma":0.0004313839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007604174,"about_ca_topic_score_gemma":0.01647491,"domain_scores_codex":[0.9995189,0.0002093935,0.00004767689,0.00006860648,0.00005838459,0.00009704052],"domain_scores_gemma":[0.9978672,0.0005263357,0.00108111,0.00008091693,0.0002217783,0.0002226679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004073137,0.00001227846,0.9902204,0.00005243766,0.0000361168,0.00009619361,0.0006975736,0.0007085713,0.0003673808,0.00008445355,0.0002046582,0.007479202],"study_design_scores_gemma":[0.000001696269,0.00004200511,0.993964,0.00005258562,0.00002049565,0.0001955851,0.002111211,0.002619643,0.0001082566,0.00009314657,0.0007863549,0.000005004763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979265,0.0002100975,0.0004769595,0.00002484883,0.000002231082,0.00002377391,0.0007849789,0.000005589849,0.0005449496],"genre_scores_gemma":[0.9976892,0.0001427963,0.001093837,0.000004244582,0.000002801498,0.00003647841,0.0008841311,0.000001606287,0.0001446848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007604174,"threshold_uncertainty_score":0.01511985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02902666331788497,"score_gpt":0.2723479727519617,"score_spread":0.2433213094340767,"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."}}