{"id":"W2620226187","doi":"10.1002/9781119380702.ch8","title":"Weed Biological Control","year":2017,"lang":"en","type":"other","venue":"Weed Research","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biological pest control; Weed; Weed control; Biology; Agronomy; Integrated pest management; Agroforestry; Botany","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002964346,0.0006827784,0.0003724992,0.001024289,0.0007086391,0.0009364617,0.0007698136,0.0006112718,0.04423267],"category_scores_gemma":[0.0003232466,0.0001209317,0.0004080641,0.0006606196,0.0003093356,0.0006042943,0.0009324757,0.0006074512,0.01285466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007101605,"about_ca_system_score_gemma":0.0008411931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002401415,"about_ca_topic_score_gemma":0.005071067,"domain_scores_codex":[0.9996064,0.00002416949,0.00001653834,0.00006556153,0.000234691,0.00005254239],"domain_scores_gemma":[0.9998862,0.00001366113,0.00002201346,0.00001180164,0.00004357801,0.00002269641],"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":[0.0001151608,0.0002373916,0.001067809,0.001982516,0.00002045666,0.0003272118,0.0002145632,0.0006466865,0.05577993,0.0189151,0.07693584,0.8437574],"study_design_scores_gemma":[0.000008842087,0.00007987936,0.001285107,0.0001759624,0.000008427094,0.0003267298,0.00004818662,0.0001212591,0.004644923,0.0009575692,0.9923379,0.0000053636],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01939071,0.1011467,0.01339916,0.002932976,0.002195836,0.0004561333,0.002346488,0.001373659,0.8567584],"genre_scores_gemma":[0.1399288,0.1199082,0.01367894,0.003938488,0.001169549,0.0003752702,0.004134282,0.0004211453,0.7164453],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04423267,"threshold_uncertainty_score":0.147973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2096592690854986,"score_gpt":0.3567394685250868,"score_spread":0.1470801994395882,"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."}}