{"id":"W2023800507","doi":"10.1002/ps.3674","title":"Incorporating natural enemy units into a dynamic action threshold for the soybean aphid, <i>Aphis glycines</i> (Homoptera: Aphididae)","year":2013,"lang":"en","type":"article","venue":"Pest Management Science","topic":"Insect-Plant Interactions and Control","field":"Agricultural and Biological Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Soybean aphid; Aphididae; Coccinella septempunctata; Harmonia axyridis; Biology; Aphis; Homoptera; Population; PEST analysis; Biological pest control; Ecology; Aphid; Predation; Coccinellidae; Agronomy; Botany; Predator","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004398664,0.0001821043,0.0001258301,0.00006091113,0.001571914,0.0004116335,0.0007574319,0.00003410928,0.0001056338],"category_scores_gemma":[0.00003717782,0.00006609765,0.00007614151,0.001174033,0.0002157021,0.000856285,0.0001726841,0.0001472495,0.00008055897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008293297,"about_ca_system_score_gemma":0.00001110113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009233184,"about_ca_topic_score_gemma":0.001688695,"domain_scores_codex":[0.9985024,0.00002213753,0.0002421131,0.0004455568,0.0003776572,0.0004101252],"domain_scores_gemma":[0.9992363,0.0001859967,0.0001634985,0.0001382919,0.0002002758,0.00007556289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009584087,0.0001744372,0.003681444,0.00005852347,0.00007142664,0.000007232677,0.0002758234,0.0001825325,0.5412548,0.01721867,0.002939594,0.4340397],"study_design_scores_gemma":[0.002052069,0.001034451,0.3927993,0.0003375032,0.0003066386,0.0001162714,0.01290368,0.4683095,0.008775921,0.0201499,0.09074075,0.002473985],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893427,0.000104264,0.000319456,0.005199072,0.0008985602,0.001212289,0.000008799257,0.0001064524,0.002808362],"genre_scores_gemma":[0.997478,0.00003911941,0.0002473904,0.0007175903,0.0001897924,0.0003407736,0.00002792815,0.000001608873,0.0009577741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5324789,"threshold_uncertainty_score":0.9997279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01365041607650467,"score_gpt":0.2297006309097817,"score_spread":0.2160502148332771,"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."}}