{"id":"W1965238863","doi":"10.1079/pavsnnr20072013","title":"Practicalities of developing and registering microbial biologicalcontrol agents.","year":2007,"lang":"en","type":"article","venue":"CABI Reviews","topic":"Entomopathogenic Microorganisms in Pest Control","field":"Agricultural and Biological Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commercialization; Business; European union; Directive; Crop protection; Biotechnology; Product (mathematics); Environmental planning; Environmental protection; Marketing; International trade; Agroforestry; Environmental science; Computer science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001407358,0.000131157,0.0003660978,0.00001019028,0.00007476109,0.00002338142,0.0001688354,0.00008858868,0.0001559365],"category_scores_gemma":[0.0005892624,0.00004790973,0.00009307086,0.0001375549,0.0001065963,0.00006496542,0.00009062731,0.00009153996,0.00001684394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000254872,"about_ca_system_score_gemma":0.00000569657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000262473,"about_ca_topic_score_gemma":0.00007321878,"domain_scores_codex":[0.9988136,0.0001203306,0.0005064179,0.0002341795,0.00007175309,0.0002537493],"domain_scores_gemma":[0.999279,0.0002928664,0.0002421024,0.00006907382,0.00004769231,0.00006931445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001361419,0.0000125288,0.001404902,0.00003603426,0.000005826328,0.000005551557,0.00004313828,1.522481e-8,0.7604831,0.001125994,0.0001760259,0.2366933],"study_design_scores_gemma":[0.0002183422,0.0001046787,0.03362126,0.0001541972,0.00002887375,0.00008654907,0.00009529621,0.000001874382,0.01862295,0.0003114834,0.9465269,0.0002276231],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751061,0.02059978,0.0007797309,0.001019413,0.0001876092,0.0006329982,0.00001553331,0.00004293836,0.001615964],"genre_scores_gemma":[0.9861921,0.006473322,0.005037293,0.001432135,0.0002996689,0.00001501352,0.00001572968,0.000001791926,0.0005329089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9463509,"threshold_uncertainty_score":0.1953702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0584292988910572,"score_gpt":0.2885114287533833,"score_spread":0.2300821298623261,"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."}}