{"id":"W4414068430","doi":"10.1111/gcb.70452","title":"Expanding Monitoring Capacity for Potential Invasive Species in Arctic Canada With Environmental <scp>DNA</scp> Metabarcoding","year":2025,"lang":"en","type":"article","venue":"Global Change Biology","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Nunavut; Nunavut Research Institute; University of Ottawa; Université Laval; ArcticNet","funders":"","keywords":"Arctic; Environmental DNA; Biodiversity; Bay; Biota; Invasive species; Habitat; Introduced species; Intertidal zone","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005594688,0.0004026581,0.0002599283,0.002073673,0.001606259,0.001023535,0.0005013642,0.0002769946,0.0006003098],"category_scores_gemma":[0.0008512788,0.0001964393,0.0002530743,0.002090195,0.0004779422,0.0002838187,0.0009524531,0.0003359657,0.0002012581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002454108,"about_ca_system_score_gemma":0.004336535,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6204144,"about_ca_topic_score_gemma":0.8648491,"domain_scores_codex":[0.999318,0.00003700182,0.00001848289,0.000149369,0.0003578618,0.0001192858],"domain_scores_gemma":[0.9987576,0.00009574831,0.0002700987,0.0000373333,0.0007013977,0.0001377502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000977734,0.00004335335,0.8310047,0.0001483988,0.00005878448,0.0002203217,0.001830569,0.0009139503,0.1250963,0.0001439393,0.0005674124,0.03987443],"study_design_scores_gemma":[0.000003384309,0.00007175458,0.9751759,0.00005031401,0.0000496973,0.0001854525,0.002001826,0.002054285,0.01307259,0.0000569953,0.007254504,0.00002333499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885539,0.0005182806,0.003771886,0.0001175763,0.00000969936,0.0001054047,0.002392006,0.0001036401,0.004427677],"genre_scores_gemma":[0.9595263,0.001181875,0.03179463,0.0002280001,0.00001430728,0.00009574493,0.003903371,0.00003440148,0.00322132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3795856,"threshold_uncertainty_score":0.7636421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03112858443654567,"score_gpt":0.2248973343417851,"score_spread":0.1937687499052395,"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."}}