{"id":"W4413960839","doi":"10.1127/entomologia/3411","title":"Adaptive strategies in parasitoid wasps: implications for enhanced biological control","year":2025,"lang":"en","type":"article","venue":"Entomologia Generalis","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China; Agriculture and Agri-Food Canada","keywords":"Biology; Parasitoid; Biological pest control; Hymenoptera; Natural enemies; Ecology; Braconidae; Zoology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001312571,0.0001314345,0.0002198044,0.00001776733,0.0001673067,0.00004154354,0.0002065235,0.0001099882,0.00002976292],"category_scores_gemma":[0.00005660787,0.00004932829,0.00008662159,0.0002617686,0.00007213363,0.00005944119,0.00004092249,0.00006832828,0.000005853067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002843652,"about_ca_system_score_gemma":0.00001078369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002612471,"about_ca_topic_score_gemma":0.003134994,"domain_scores_codex":[0.9991256,0.0000601117,0.0001900777,0.0002907935,0.00003906465,0.0002943667],"domain_scores_gemma":[0.9995151,0.0003302772,0.00004848398,0.00002464739,0.00005257703,0.00002888398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001552531,0.0001036856,0.05109445,0.000002824163,0.00003820796,0.000001531021,0.00004854987,0.00003925323,0.8994632,0.0387607,0.002115942,0.00817637],"study_design_scores_gemma":[0.0004037023,0.0003313799,0.9636829,0.00001244386,0.00001054285,0.000001132532,0.000461985,0.00004230269,0.01264649,0.01931942,0.002905391,0.0001822968],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926479,0.0005722332,0.0006127494,0.003301828,0.00006267764,0.0003860292,0.000244244,0.0000711231,0.002101249],"genre_scores_gemma":[0.9984074,0.0001543486,0.0001966706,0.0005180031,0.0001042154,0.0003088625,0.00006442299,3.912364e-7,0.000245651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9125885,"threshold_uncertainty_score":0.2011549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0651957419285658,"score_gpt":0.2821998104859353,"score_spread":0.2170040685573695,"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."}}