{"id":"W2158427467","doi":"10.1111/j.1570-7458.2008.00793.x","title":"MidgEmerge, a new predictive tool, indicates the presence of multiple emergence phenotypes of the overwintered generation of swede midge","year":2008,"lang":"en","type":"article","venue":"Entomologia Experimentalis et Applicata","topic":"Insect-Plant Interactions and Control","field":"Agricultural and Biological Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Fruit and Vegetable Growers' Association; University of Guelph","keywords":"Midge; Cecidomyiidae; Biology; PEST analysis; Integrated pest management; Ecology; Larva; Botany","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001198434,0.00012794,0.000187637,0.00001133044,0.0001312284,0.000007442952,0.0006119161,0.00006354071,0.0003885709],"category_scores_gemma":[0.00006459493,0.0000436843,0.00013125,0.0002412696,0.0002238159,0.0001072619,0.0001867952,0.00009211716,0.000003987249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001352527,"about_ca_system_score_gemma":0.00001945017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00381948,"about_ca_topic_score_gemma":0.0002901579,"domain_scores_codex":[0.9989056,0.0001101543,0.0003656833,0.0002287184,0.0002427701,0.0001470784],"domain_scores_gemma":[0.9991831,0.0001943217,0.000346807,0.0001830265,0.00006450468,0.00002830834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009378528,0.0002057055,0.007313074,0.000003072829,0.00004302676,2.976797e-7,0.001091754,0.00002161538,0.9840755,0.0005265834,0.006001354,0.0006242425],"study_design_scores_gemma":[0.0001611562,0.0001780413,0.0235672,0.00001379576,0.00001361716,0.000008669311,0.0007248509,0.000421182,0.974428,0.00005733735,0.0003478505,0.00007827977],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978426,0.0004349721,0.00008984123,0.0003554751,0.0001375016,0.0005071617,0.00027182,0.0000150029,0.0003456584],"genre_scores_gemma":[0.9992709,0.0001042788,0.00008716242,0.00008730541,0.00008204193,0.0000970561,0.0000777074,0.000001369491,0.000192147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01625413,"threshold_uncertainty_score":0.5773937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04317631772816674,"score_gpt":0.2631609158502479,"score_spread":0.2199845981220811,"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."}}