{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004844205,0.000292398,0.00008746596,0.0002229544,0.0001709173,0.0005227796,0.000169158,0.0002491038,0.005126832],"category_scores_gemma":[0.00003855102,0.0000877259,0.0001341268,0.000226677,0.000219642,0.000472667,0.0002067057,0.0004572843,0.001989312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001509161,"about_ca_system_score_gemma":0.0001172824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006681911,"about_ca_topic_score_gemma":0.002308797,"domain_scores_codex":[0.9999775,0.000002789576,6.252478e-7,0.000003924497,0.00001257151,0.000002757368],"domain_scores_gemma":[0.9999914,0.00000260582,0.00000155516,8.114138e-7,0.000002064357,0.000001537414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008074057,0.0001779267,0.0004724471,0.0007504337,0.00001772791,0.0004182218,0.0003707173,0.001011227,0.4038322,0.04457635,0.04415607,0.5041359],"study_design_scores_gemma":[0.000009153699,0.0001807404,0.001955855,0.0000852513,0.00001769281,0.0006203522,0.0001055019,0.0003471336,0.04398168,0.003695244,0.9489942,0.000007096444],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0720542,0.09828892,0.01494526,0.003576497,0.001943482,0.0001126981,0.0003233511,0.0004757229,0.8082799],"genre_scores_gemma":[0.1494905,0.1016172,0.02039864,0.001371864,0.0003480346,0.00004488273,0.000403386,0.00009924667,0.7262262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005126832,"threshold_uncertainty_score":0.01715094,"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."}}