{"id":"W3209652510","doi":"10.1093/jipm/pmab029","title":"Stable Fly (Diptera: Muscidae)—Biology, Management, and Research Needs","year":2021,"lang":"en","type":"article","venue":"Journal of Integrated Pest Management","topic":"Forensic Entomology and Diptera Studies","field":"Agricultural and Biological Sciences","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Institute of Food and Agriculture; U.S. Department of Agriculture","keywords":"Stomoxys; Muscidae; Stable fly; Livestock; Biology; Ephemeral key; Integrated pest management; Agriculture; Ecology; Environmental resource management; Agroforestry; Environmental planning; Geography","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":[0.001571964,0.0003523946,0.0006056403,0.0007110413,0.0003606873,0.001280293,0.0008664259,0.001659926,0.003453399],"category_scores_gemma":[0.00126269,0.0001238737,0.0003554951,0.0006757582,0.0005136575,0.001738086,0.000463658,0.0007675301,0.0006974728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006917238,"about_ca_system_score_gemma":0.00295354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004478941,"about_ca_topic_score_gemma":0.007450249,"domain_scores_codex":[0.999585,0.0001088856,0.00004068361,0.00006549588,0.0001096168,0.00009041785],"domain_scores_gemma":[0.9985341,0.0003827717,0.0002305018,0.00004164788,0.0005520498,0.0002589096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002153719,0.0004756913,0.02738981,0.006197941,0.00006393993,0.0005423141,0.0003174181,0.0008608215,0.01445495,0.003900586,0.01985369,0.9257274],"study_design_scores_gemma":[0.0001035638,0.004544236,0.2837,0.0195042,0.0005826887,0.007840538,0.0196991,0.007576859,0.008558916,0.02239521,0.6252987,0.0001958908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06883261,0.8692934,0.002937478,0.04545373,0.0007107815,0.0001204278,0.0004302733,0.0000992022,0.01212211],"genre_scores_gemma":[0.2702759,0.7007711,0.01398075,0.007286017,0.00181868,0.000172183,0.0009410808,0.00001287844,0.004741326],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004478941,"threshold_uncertainty_score":0.01155281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03541144043998047,"score_gpt":0.2878946862452417,"score_spread":0.2524832458052613,"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."}}