{"id":"W2152066820","doi":"10.1603/an11127","title":"Arthropod Surveillance Programs: Basic Components, Strategies and Analysis","year":2012,"lang":"en","type":"article","venue":"Annals of the Entomological Society of America","topic":"Vector-Borne Animal Diseases","field":"Agricultural and Biological Sciences","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"National Institutes of Health","keywords":"Biology; Arthropod; Sampling (signal processing); Ecology; Ceratopogonidae; Integrated pest management; Pitfall trap; Habitat; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002230667,0.0001330706,0.0003564323,0.000005270328,0.0001104846,0.00002715564,0.000281606,0.00006869601,0.0002233254],"category_scores_gemma":[0.00004253953,0.00004373311,0.0005784021,0.0007649795,0.0007213817,0.000144946,0.0001754219,0.00008186628,0.000002674417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004188706,"about_ca_system_score_gemma":0.000005019775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007823624,"about_ca_topic_score_gemma":0.00002020106,"domain_scores_codex":[0.9988228,0.0001659834,0.0002354051,0.0001841539,0.0002705207,0.0003211068],"domain_scores_gemma":[0.9992759,0.0001843507,0.0002480479,0.00008657535,0.00009164551,0.0001135437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004615334,0.0008179172,0.9239404,0.00002194022,0.0005462395,2.460354e-7,0.0002100709,0.00001213865,0.03208623,0.000271418,0.001238512,0.04080879],"study_design_scores_gemma":[0.00004053947,0.0002645665,0.9944624,0.00000782363,0.00005737777,8.046601e-7,0.001073188,0.00004791242,0.0006940723,0.0002656402,0.002982858,0.0001028085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943141,0.002542921,0.00001205218,0.002760492,0.00002187705,0.0001266993,0.0000528395,0.00002828945,0.0001406871],"genre_scores_gemma":[0.9980751,0.0009302367,0.0002460088,0.0006433103,0.0000494947,0.000006258652,0.00002986896,7.106178e-7,0.00001904755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07052207,"threshold_uncertainty_score":0.2657961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06793786335855347,"score_gpt":0.2858214852515599,"score_spread":0.2178836218930065,"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."}}