{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001111979,0.0001080428,0.0001051399,0.00059328,0.0003023646,0.0002630003,0.0001702663,0.0001495036,0.001079684],"category_scores_gemma":[0.0004114004,0.00009854513,0.00006727727,0.0003844482,0.0001218604,0.0003025557,0.0002603075,0.0001593302,0.0002076972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003945451,"about_ca_system_score_gemma":0.0001667577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04089523,"about_ca_topic_score_gemma":0.1200037,"domain_scores_codex":[0.9999193,0.00001091526,0.000007512471,0.00003366798,0.00001364224,0.00001501242],"domain_scores_gemma":[0.9996093,0.0000611226,0.0001421807,0.00001222347,0.00009619291,0.00007900631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004651831,0.00003950749,0.9918591,0.00002013856,0.00001964286,0.00008921764,0.0005931495,0.00009012325,0.001413884,0.00002113155,0.000458376,0.005349177],"study_design_scores_gemma":[9.59736e-7,0.00003237261,0.9987686,0.00000504082,0.000006484397,0.00004780804,0.0004639578,0.0001676628,0.0001384878,0.000007269927,0.000359894,0.000001339489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984753,0.00007535792,0.00007582681,0.00002796952,0.000002193219,0.000005024247,0.0007512039,0.000008814037,0.0005785069],"genre_scores_gemma":[0.9986284,0.00009107531,0.0001311287,0.00001840573,0.000004179954,0.00000710057,0.0006927875,0.000002313315,0.0004246125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04089523,"threshold_uncertainty_score":0.08131438,"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."}}