{"id":"W4385339470","doi":"10.2139/ssrn.4524755","title":"Life History and Host Preferences of Tetrastichus Julis (Walker) (Hymenoptera: Eulophidae), the Principal Parasitoid of the Cereal Leaf Beetle, Oulema Melanopus (L.) (Coleoptera: Chrysomelidae)","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Insect-Plant Interactions and Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Eulophidae; Parasitoid; Hymenoptera; Biology; Leaf beetle; Host (biology); Botany; Larva; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007075354,0.00008903218,0.00006149647,0.0001803073,0.00008527394,0.0001826825,0.00004372999,0.0001003254,0.002088183],"category_scores_gemma":[0.000208029,0.00005308687,0.00006594892,0.00009401527,0.00009943555,0.0001470485,0.0001133585,0.0001255546,0.0003463393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000107926,"about_ca_system_score_gemma":0.0000440767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001593541,"about_ca_topic_score_gemma":0.005677459,"domain_scores_codex":[0.9999839,0.000003059763,8.048224e-7,0.000004659757,0.000002218742,0.00000522346],"domain_scores_gemma":[0.9998913,0.00002018446,0.00003610613,0.000005745734,0.000008234208,0.0000384169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001926701,0.0008750173,0.8445181,0.00004822066,0.00007367555,0.000325541,0.001107608,0.0002456625,0.1296174,0.0002510252,0.0007741407,0.02023687],"study_design_scores_gemma":[0.000004498726,0.0002486675,0.9982656,0.00000145608,0.000007384509,0.0001208034,0.0001787044,0.0001899694,0.0007441486,0.00003016958,0.0002060598,0.000002555191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997554,0.000024403,0.000008077304,0.000004264229,6.185407e-7,5.9528e-7,0.00007020988,4.356803e-7,0.0001359931],"genre_scores_gemma":[0.9985163,0.00003813844,0.00002852313,0.000009882321,7.326083e-7,0.000002242776,0.0001958317,0.000001115708,0.001207202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002088183,"threshold_uncertainty_score":0.006985664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01968197337026219,"score_gpt":0.2180011079381234,"score_spread":0.1983191345678612,"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."}}