{"id":"W4386952527","doi":"10.1093/ee/nvad093","title":"Seasonal activity of spotted lanternfly (Hemiptera: Fulgoridae), in Southeast Pennsylvania","year":2023,"lang":"en","type":"article","venue":"Environmental Entomology","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hatch; National Institute of Food and Agriculture; Animal and Plant Health Inspection Service; Pennsylvania Department of Agriculture; U.S. Department of Agriculture","keywords":"Biology; Instar; PEST analysis; Population; Ecology; Seasonality; Zoology; Animal science; Demography; Horticulture; Larva","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001518201,0.0001408907,0.0002324116,0.00002666806,0.00005222857,0.000005505866,0.0001838114,0.00008872739,0.001084798],"category_scores_gemma":[0.0000160764,0.00006789481,0.00007307359,0.0002031115,0.0001422131,0.00005855403,0.000235423,0.0001269205,0.0004163744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005280524,"about_ca_system_score_gemma":0.000002455052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002466661,"about_ca_topic_score_gemma":0.0002621494,"domain_scores_codex":[0.9989447,0.0000790543,0.0001816473,0.0002831439,0.0001775421,0.000333927],"domain_scores_gemma":[0.9996758,0.0001385166,0.00007192013,0.00005599406,0.000002458445,0.0000553681],"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":[0.00005834662,0.0001342824,0.4072077,0.000004398085,0.00001443005,0.00005307152,0.000211182,0.000003546644,0.5689012,0.00001926313,0.00007549621,0.02331712],"study_design_scores_gemma":[0.0002371812,0.0001392438,0.9864759,0.000008965491,0.000004258914,0.00001532271,0.000332851,0.00009304023,0.01140128,0.00008072522,0.001086666,0.0001245016],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982797,0.00003841227,4.716332e-7,0.0004050807,0.0001086648,0.0001219964,0.0001229714,0.00004564918,0.00087708],"genre_scores_gemma":[0.9993612,0.0000486643,0.000010545,0.00005003073,0.00007168343,0.00002057181,0.00007133165,0.000001472888,0.0003645426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5792683,"threshold_uncertainty_score":0.9998283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0147747019920097,"score_gpt":0.2162691531877864,"score_spread":0.2014944511957767,"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."}}