{"id":"W2059579735","doi":"10.1016/s0167-5877(01)00219-7","title":"Simulating the effect of eliminating routine bacterial screening on the negative predictive value of the Ontario fish hatchery disease monitoring program","year":2001,"lang":"en","type":"article","venue":"Preventive Veterinary Medicine","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Yersinia ruckeri; Hatchery; Fish hatchery; Aeromonas salmonicida; Fishery; Biology; Fish <Actinopterygii>; Stocking; Predictive value; Christian ministry; Veterinary medicine; Aquaculture; Fish farming; Medicine; Rainbow trout; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005843367,0.0005554477,0.0004948833,0.0003699266,0.0007259201,0.000982496,0.0009430583,0.001127073,0.001829149],"category_scores_gemma":[0.03026189,0.0003695678,0.0006379191,0.0003929649,0.001034357,0.0005724347,0.0005679687,0.0007171339,0.0001697336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007458892,"about_ca_system_score_gemma":0.009666066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4054525,"about_ca_topic_score_gemma":0.3181452,"domain_scores_codex":[0.9968497,0.00178909,0.00007595929,0.0003586578,0.0002720598,0.0006546268],"domain_scores_gemma":[0.9688444,0.02525333,0.00175952,0.001106439,0.002110605,0.0009257277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006328114,0.0009620255,0.1807906,0.00005842741,0.0002169486,0.0002199225,0.0002812406,0.7828212,0.004365996,0.002257785,0.001196968,0.0205007],"study_design_scores_gemma":[0.0008836946,0.003325144,0.1387087,0.00003576861,0.0004712802,0.00009425787,0.0003220291,0.8474571,0.005245158,0.001777088,0.001615726,0.00006401816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951468,0.00004463462,0.001997162,0.0004147773,0.00001105104,0.000071618,0.0002645391,0.00006212283,0.001987258],"genre_scores_gemma":[0.9978726,0.00002123997,0.001275152,0.00006807625,0.000002710996,0.00001988339,0.0001312439,0.000003045811,0.000605933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4054525,"threshold_uncertainty_score":0.8061849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02890110432750539,"score_gpt":0.3237349194467074,"score_spread":0.294833815119202,"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."}}