{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001007354,0.0001495926,0.0002641473,0.0001255368,0.0002889156,0.0001090419,0.000249306,0.00008232453,0.0005214351],"category_scores_gemma":[0.00005075231,0.00005870866,0.00008937814,0.0008735753,0.0002051507,0.0001403658,0.0003151984,0.0003703424,0.00002880695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005407356,"about_ca_system_score_gemma":0.00000904684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006657909,"about_ca_topic_score_gemma":0.0001526796,"domain_scores_codex":[0.9985543,0.00022555,0.0003796366,0.0002088923,0.0002634221,0.0003681525],"domain_scores_gemma":[0.9990757,0.0001459763,0.0001330793,0.00007313844,0.000471424,0.0001007467],"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":[0.0004780653,0.0009010717,0.08216915,0.0002032841,0.002065226,0.003282196,0.000846146,0.0000181574,0.01275238,0.1177728,0.1389597,0.6405517],"study_design_scores_gemma":[0.0008677047,0.0008255051,0.1572104,0.0002813982,0.0001479157,0.0002366749,0.01880304,0.00002048342,0.001486297,0.01235448,0.8074688,0.0002972544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9263612,0.003250916,0.00004543152,0.003970024,0.0005256214,0.0001602271,0.0000134727,0.00002205309,0.06565104],"genre_scores_gemma":[0.9862763,0.003089141,0.001129085,0.0004958331,0.000155276,0.000007873511,0.00002553682,0.000001439748,0.008819478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6685091,"threshold_uncertainty_score":0.5709349,"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."}}