{"id":"W3040230729","doi":"10.1007/978-3-030-18917-4_13","title":"Making a Pest Beneficial: Fungus Gnats [Bradysia impatiens (Diptera: Sciaridea)] as Potential Vectors of Microbial Control Agents to Suppress Pathogens they Also Spread","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Entomopathogenic Microorganisms in Pest Control","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; Agriculture and Agri-Food Canada","funders":"","keywords":"Spore; Pythium aphanidermatum; Biology; Fusarium oxysporum; Fungus; Pythium; Botany; Larva; Fusarium; Impatiens; Biological pest control; Horticulture","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003405927,0.001064856,0.0015131,0.0001096769,0.0003136491,0.0002214973,0.001430581,0.0008247236,0.005031987],"category_scores_gemma":[0.0001606833,0.0005415787,0.0009536998,0.0001515891,0.0001358234,0.0001343251,0.0006363887,0.0006252942,0.0005223067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001657939,"about_ca_system_score_gemma":0.00009364925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005596342,"about_ca_topic_score_gemma":0.002393728,"domain_scores_codex":[0.9951825,0.0001393545,0.001332579,0.001482558,0.0009306354,0.0009324314],"domain_scores_gemma":[0.9976529,0.0002532402,0.0008229709,0.0003571003,0.0004253602,0.00048839],"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":[0.0004267738,0.0001268209,0.0001896187,0.00005008622,0.000352947,0.000311391,0.0003690946,0.0000677466,0.9736897,0.004281966,0.001364309,0.01876958],"study_design_scores_gemma":[0.01953393,0.02280678,0.06738479,0.006166888,0.01248742,0.002391825,0.00144533,0.00140808,0.1854142,0.03878312,0.6151544,0.0270233],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8657818,0.00188338,0.0002294579,0.003997565,0.005419248,0.007792348,0.01750666,0.0009512922,0.09643821],"genre_scores_gemma":[0.9870142,0.00005560842,0.00023824,0.002017135,0.001511036,0.00002748811,0.00039649,0.00003439495,0.008705431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7882755,"threshold_uncertainty_score":0.9997036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01815710414645674,"score_gpt":0.2310646162655469,"score_spread":0.2129075121190902,"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."}}