{"id":"W2083964343","doi":"10.1371/journal.pone.0108592","title":"Prediction and Control of Brucellosis Transmission of Dairy Cattle in Zhejiang Province, China","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Brucella: diagnosis, epidemiology, treatment","field":"Veterinary","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Specialized Research Fund for the Doctoral Program of Higher Education of China; China Postdoctoral Science Foundation; National Natural Science Foundation of China; International Development Research Centre","keywords":"Brucellosis; Transmission (telecommunications); Dairy cattle; Veterinary medicine; Brucella; China; Brucella abortus; Biology; Environmental health; Livestock; Cattle Diseases; Medicine; Geography; Animal science; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000454385,0.0001452843,0.000539239,0.0001209792,0.00002724543,0.000002782267,0.00009072487,0.0001486115,0.00006543173],"category_scores_gemma":[0.0001583071,0.0001303071,0.00005596613,0.00008674872,0.0001052021,0.00007265257,0.00002492417,0.0001256951,0.000005648214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004898865,"about_ca_system_score_gemma":0.00002332512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005564689,"about_ca_topic_score_gemma":0.00004148305,"domain_scores_codex":[0.9985954,0.0002802014,0.0004924097,0.0002798669,0.0001606381,0.0001915177],"domain_scores_gemma":[0.9990377,0.0003920838,0.000197529,0.0002646314,0.0000355474,0.00007250276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007474993,0.004408534,0.7072811,0.0008589673,0.0003004085,0.000006708648,0.0006428379,0.0000402031,0.2787997,0.0001303641,0.0002225781,0.006561081],"study_design_scores_gemma":[0.003421174,0.002336341,0.9001266,0.0007025536,0.0003221933,0.000006412638,0.00003119701,0.006617605,0.08573274,0.000430879,0.0001125443,0.0001597074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964459,0.0008537486,0.0005611679,0.0006269788,0.00002558831,0.0005770861,0.0000556619,0.00003680919,0.0008170524],"genre_scores_gemma":[0.997787,0.0003153689,0.001637519,0.00004478294,0.00003939487,0.00007418438,0.00001766301,0.00002037234,0.00006371166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.193067,"threshold_uncertainty_score":0.5313768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05512708049112459,"score_gpt":0.2659351396221949,"score_spread":0.2108080591310703,"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."}}