{"id":"W4391276734","doi":"10.1007/s10340-024-01744-7","title":"Monitoring urban biological invasions using citizen science: the polyphagous shot hole borer (Euwallacea fornicatus)","year":2024,"lang":"en","type":"article","venue":"Journal of Pest Science","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; DST-NRF Centre of Excellence for Invasion Biology; Universiteit Stellenbosch; Division of Materials Research; Akademie Věd České Republiky; Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Threatened species; Biology; Economic shortage; Citizen science; Ecology; Invasive species; Entomology; Environmental resource management; Environmental planning; Geography; Habitat; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008402186,0.0002069447,0.0001645804,0.000993857,0.0004932414,0.0003955807,0.0002511897,0.0002473564,0.0006374276],"category_scores_gemma":[0.0008828443,0.0001235823,0.0001150707,0.0005473674,0.0002535073,0.00039253,0.0008758937,0.000216249,0.0001409161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003293966,"about_ca_system_score_gemma":0.0003528393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007076703,"about_ca_topic_score_gemma":0.04299765,"domain_scores_codex":[0.999474,0.0002224778,0.00003037972,0.00009737137,0.0001163065,0.00005948912],"domain_scores_gemma":[0.9990599,0.0001565865,0.0004122768,0.00007612908,0.0001825667,0.0001125871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001125047,0.0002415951,0.9407308,0.00009583092,0.00002519578,0.0002614746,0.002563445,0.000445737,0.01736309,0.0001055515,0.0005643054,0.03749046],"study_design_scores_gemma":[0.000009164673,0.000521337,0.9850323,0.00004749161,0.00002022866,0.0001780804,0.005188676,0.001909948,0.003537312,0.0001016405,0.003438616,0.00001519147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963238,0.00003776331,0.001544059,0.0000549291,0.000003687517,0.0001541503,0.000371211,0.00002008569,0.001490392],"genre_scores_gemma":[0.989437,0.00008867368,0.009049357,0.00005875792,0.000004960781,0.0002138927,0.0004539406,0.000003638065,0.0006897702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007076703,"threshold_uncertainty_score":0.01407105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1341439716374849,"score_gpt":0.3299555464300719,"score_spread":0.195811574792587,"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."}}