{"id":"W3129648302","doi":"10.1002/ece3.7139","title":"Optimization and validation of a cost‐effective protocol for biosurveillance of invasive alien species","year":2021,"lang":"en","type":"article","venue":"Ecology and Evolution","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Canada; Canadian Food Inspection Agency; University of Guelph","funders":"Canadian Food Inspection Agency","keywords":"Biology; Biodiversity; Invasive species; Ecology; Internal transcribed spacer; Environmental DNA; Introduced species; Quarantine; Ribosomal RNA; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.006258993,0.001624013,0.001466003,0.001778771,0.001153955,0.001255106,0.001502584,0.001095043,0.001387414],"category_scores_gemma":[0.009240051,0.001172075,0.001245053,0.00135283,0.001292225,0.0008114699,0.001446599,0.001411534,0.001749151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001337089,"about_ca_system_score_gemma":0.003184678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009388354,"about_ca_topic_score_gemma":0.02502533,"domain_scores_codex":[0.9895248,0.0027653,0.001403293,0.002233872,0.003202828,0.0008698575],"domain_scores_gemma":[0.9923706,0.001664407,0.0008985079,0.001090938,0.003642283,0.0003331896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002539247,0.0001349408,0.004591422,0.0003174742,0.00005071674,0.0001084545,0.0003683683,0.0009834772,0.9793891,0.000303215,0.0004599433,0.01303894],"study_design_scores_gemma":[0.00008226131,0.001441177,0.02075812,0.0001302783,0.0003261849,0.0004673466,0.000411521,0.01852942,0.9390427,0.0002889981,0.01838265,0.0001391913],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4333054,0.001328174,0.5474526,0.0004722713,0.0004327201,0.007557475,0.003370625,0.001869948,0.004210842],"genre_scores_gemma":[0.2407945,0.001007969,0.7386882,0.0004227447,0.0001005012,0.004505799,0.008536648,0.0005024478,0.005441096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009388354,"threshold_uncertainty_score":0.03310114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357955420882092,"score_gpt":0.2329566960471639,"score_spread":0.219377141838343,"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."}}