{"id":"W4413848969","doi":"10.1016/j.gecco.2025.e03833","title":"Surveillance of European green crab (Carcinus maenas) and monitoring of three native crab species using different environmental DNA collection methods","year":2025,"lang":"en","type":"article","venue":"Global Ecology and Conservation","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Parks Canada; University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; Liber Ero Foundation; Alliance de recherche numérique du Canada; Genome Canada; Mitacs; Genome British Columbia; Parks Canada; Génome Québec","keywords":"Carcinus maenas; Environmental DNA; Fishery; Biology; Decapoda; Zoology; Ecology; Crustacean; Biodiversity","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002183496,0.0001155387,0.0001985837,0.00002788673,0.0002002577,0.000005122816,0.00007549059,0.00005714102,0.00004323411],"category_scores_gemma":[0.0000327059,0.0001157754,0.00002646641,0.0001187022,0.0006822037,0.000086862,0.0003531847,0.00005415207,0.000001807927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002552868,"about_ca_system_score_gemma":0.000002810233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004606397,"about_ca_topic_score_gemma":0.000444394,"domain_scores_codex":[0.9991512,0.0002073262,0.0001985344,0.000226556,0.0000969705,0.0001194597],"domain_scores_gemma":[0.9996321,0.0001120569,0.0001414622,0.00008557847,0.000005076669,0.00002375247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004810494,0.00004571224,0.9754264,0.00001670538,0.00004802516,0.000001147685,0.000116573,0.00002461465,0.02237995,0.00007399364,0.00003851055,0.001780274],"study_design_scores_gemma":[0.0003708421,0.00008271629,0.9925944,0.00001236534,0.00003653091,0.000002965871,0.0004167138,0.0003281796,0.005475063,0.0005235741,0.00007466415,0.00008197094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974838,0.0001494118,0.0005234822,0.0002312042,0.000132038,0.0001740854,0.00004319262,0.000008034042,0.001254752],"genre_scores_gemma":[0.9962693,0.0001823891,0.003358296,0.00006367658,0.000007098733,0.000002469425,0.00000432867,0.000002460339,0.0001099169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01716803,"threshold_uncertainty_score":0.4721184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022979553296927,"score_gpt":0.2523842052751705,"score_spread":0.2294046519782435,"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."}}