{"id":"W4415722851","doi":"10.3391/mbi.2025.16.4.03","title":"Potentially high-risk freshwater invasive species in Quebec: a screening-level risk assessment of 46 non-indigenous species","year":2025,"lang":"","type":"article","venue":"Management of Biological Invasions","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fisheries and Oceans Canada","keywords":"Risk assessment; Invasive species; Freshwater ecosystem; Aquatic animal; Introduced species; Probabilistic risk assessment","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005084511,0.0004661066,0.0002156359,0.001153169,0.001362266,0.0006510091,0.0005347211,0.0003907085,0.001386574],"category_scores_gemma":[0.000847592,0.0001510563,0.0003623214,0.001195909,0.0004396815,0.0002530422,0.0006413168,0.0003047777,0.0001297126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0129756,"about_ca_system_score_gemma":0.007833851,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9765025,"about_ca_topic_score_gemma":0.9911993,"domain_scores_codex":[0.9996756,0.00003644147,0.00001700751,0.00004046973,0.0001382514,0.00009213693],"domain_scores_gemma":[0.9988883,0.0001032728,0.0002193361,0.00002467941,0.0005483359,0.0002160382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001236813,0.00008772633,0.9712561,0.00007330118,0.00006381995,0.0003615005,0.00112492,0.002241766,0.002606065,0.0001090668,0.001065839,0.02088611],"study_design_scores_gemma":[0.000007484132,0.0001143718,0.9918513,0.0000293397,0.0000294337,0.0001191943,0.001318782,0.004536233,0.0004065087,0.00003745376,0.001532065,0.00001794873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954169,0.0001545926,0.0005555219,0.0001188202,0.000002641265,0.0001176922,0.001255968,0.00001977659,0.002358027],"genre_scores_gemma":[0.9957448,0.000159212,0.001291291,0.00007143129,0.000001492045,0.00003530734,0.0009510341,0.000002902698,0.001742536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02349746,"threshold_uncertainty_score":0.09414506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0592648714308863,"score_gpt":0.2644829438675644,"score_spread":0.2052180724366781,"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."}}