{"id":"W2940529905","doi":"10.1007/s13280-019-01185-y","title":"Circumpolar terrestrial arthropod monitoring: A review of ongoing activities, opportunities and challenges, with a focus on spiders","year":2019,"lang":"en","type":"review","venue":"AMBIO","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Circumpolar star; Arthropod; Biodiversity; Arctic; Baseline (sea); Taxon; Ecology; Geography; Environmental resource management; Spider; Biology; Environmental science; Fishery; Oceanography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002444448,0.0004868795,0.001486551,0.00006758404,0.0001214848,0.00001627713,0.0002864006,0.0001592847,0.0001425729],"category_scores_gemma":[0.00002573726,0.0003848246,0.0002082856,0.00009154739,0.0006618937,0.0001662315,0.0004374933,0.0002846569,0.0001168189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003209889,"about_ca_system_score_gemma":0.00002196792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002217699,"about_ca_topic_score_gemma":0.00001269451,"domain_scores_codex":[0.9980437,0.0001566389,0.0003805975,0.0005879994,0.0005171748,0.0003138561],"domain_scores_gemma":[0.9987353,0.0001794253,0.0004778392,0.0005049573,0.00000195455,0.0001005337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001185285,0.00008375522,0.0007950074,0.03303932,0.0002154356,0.00003396342,0.0001478269,1.596574e-7,0.000001040301,0.00001459753,0.000645722,0.9650113],"study_design_scores_gemma":[0.0002518161,0.0004779487,0.0004597725,0.07207965,0.0006586232,0.00002638655,0.0004098277,4.394968e-8,0.000009447163,0.000003921381,0.9251871,0.0004354327],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002283236,0.9951293,3.470824e-7,0.0002047147,0.0001847366,0.0009626224,0.00007084314,0.0000242104,0.003194894],"genre_scores_gemma":[0.0000786369,0.9993564,0.0001885628,0.00004383428,0.00006694054,0.00003792213,0.00001774802,0.00003605201,0.0001738848],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9645759,"threshold_uncertainty_score":0.9998603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1569726654127133,"score_gpt":0.28742488872833,"score_spread":0.1304522233156167,"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."}}