{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001406944,0.0003795325,0.0007136721,0.00007496314,0.0005853833,0.0002576854,0.001982406,0.001266013,0.0280246],"category_scores_gemma":[0.001745709,0.00011096,0.0002980311,0.0002167258,0.00131391,0.00003694126,0.0004196717,0.00123183,0.002778675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005869098,"about_ca_system_score_gemma":0.00002957665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00531404,"about_ca_topic_score_gemma":0.002324646,"domain_scores_codex":[0.99626,0.0007905726,0.0002365911,0.0008499206,0.0007675819,0.001095316],"domain_scores_gemma":[0.9978106,0.001115808,0.0002250338,0.0003173524,0.000233458,0.0002977742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008032451,0.00007958984,0.0001513063,0.000008361328,0.00007043337,0.00007208643,0.000001627304,1.967945e-8,0.1945803,0.0009092548,0.742099,0.06194764],"study_design_scores_gemma":[0.0003770339,0.0007583495,0.01764879,0.00009570988,0.000007112761,0.000005083619,0.00003066705,0.000001889662,0.0001009793,0.0006285876,0.9800121,0.0003336572],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001423448,0.005450864,0.000001580113,0.003867489,0.0003421897,0.001741548,0.0004710019,0.0003838543,0.9863181],"genre_scores_gemma":[0.120977,0.0002590244,0.00003847887,0.0003977287,0.004100807,0.0004708767,0.0001847846,0.00001875771,0.8735526],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2379131,"threshold_uncertainty_score":0.9979978,"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."}}