{"id":"W2990860022","doi":"10.1080/07060661.2019.1697370","title":"New technologies could enhance natural biological control and disease management and reduce reliance on synthetic pesticides","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Plant Pathology","topic":"Nematode management and characterization studies","field":"Agricultural and Biological Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Agriculture and Agri-Food Canada","funders":"","keywords":"Pesticide; Agriculture; Pesticide application; Crop rotation; Integrated pest management; Pest control; Biotechnology; Agricultural engineering; Biology; Agronomy; Engineering; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000111936,0.0001092035,0.0002052667,0.00004919982,0.00009880246,0.00003998102,0.0001377702,0.00005208991,0.00004338011],"category_scores_gemma":[0.00008810878,0.00004500692,0.0000273409,0.00007998781,0.000111865,0.00005391633,0.00002642404,0.0001238791,0.00001087506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001313422,"about_ca_system_score_gemma":0.00001558978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002543071,"about_ca_topic_score_gemma":0.0002863695,"domain_scores_codex":[0.9993433,0.00003833741,0.0001735054,0.0001788979,0.0000670982,0.0001988412],"domain_scores_gemma":[0.9995083,0.0001089811,0.000127232,0.00004009054,0.00002877345,0.0001866858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001304555,0.00009444734,0.4916597,0.0001879143,0.0003085542,0.007013644,0.0003459721,0.00002822773,0.1646482,0.03923761,0.02476499,0.2704062],"study_design_scores_gemma":[0.0004381901,0.0005243286,0.966336,0.0002122123,0.00005164485,0.0002719456,0.0006391423,0.00002740342,0.0002404716,0.002264986,0.02874318,0.0002505698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893807,0.003082152,0.0000172117,0.006886357,0.0002679649,0.0001567591,0.00006109375,0.00001579669,0.0001319364],"genre_scores_gemma":[0.9980549,0.0009211748,0.00008258261,0.0004335304,0.00004467304,0.000002578288,0.000006975628,7.60005e-7,0.0004528684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4746763,"threshold_uncertainty_score":0.1835329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01022365482403044,"score_gpt":0.1995663711502643,"score_spread":0.1893427163262339,"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."}}