{"id":"W4401377035","doi":"10.1002/ecs2.4967","title":"Landscape, demographic, and dispersal parameters influence the spread and establishment of an aquatic biological invasion","year":2024,"lang":"en","type":"article","venue":"Ecosphere","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland; Fisheries and Oceans Canada; Canada Foundation for Innovation","keywords":"Biological dispersal; Brown trout; Ecology; Salmo; Abiotic component; Metapopulation; Occupancy; Biotic component; Population; Range (aeronautics); Biology; Fishery","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":[0.0001896029,0.0000745038,0.0000851062,0.000008505394,0.00009997123,0.00003024419,0.00008828365,0.00003698293,0.0003109038],"category_scores_gemma":[0.00003490459,0.00004344009,0.00001478,0.0001122763,0.0003504111,0.0001706793,0.0002101592,0.0000682362,0.00002859405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006843364,"about_ca_system_score_gemma":0.000001580016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001980412,"about_ca_topic_score_gemma":0.003212401,"domain_scores_codex":[0.9994805,0.0000407462,0.00009211763,0.0002061584,0.00006608969,0.0001143736],"domain_scores_gemma":[0.999707,0.0001392787,0.00002110752,0.00009977128,0.000001190842,0.00003157959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002161462,0.00004970904,0.9702302,0.00003404654,0.00004742538,0.00001278351,0.0007012677,0.0001477359,0.0001625718,0.000526887,0.01747026,0.01059552],"study_design_scores_gemma":[0.0001089747,0.0002433895,0.9909101,0.00002035797,0.00002764763,0.000004090507,0.0006296589,0.004216138,0.00004752003,0.002050488,0.001657354,0.00008428998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942842,0.0003930538,0.00002264871,0.0007187501,0.00004406137,0.0001487151,0.000001955157,0.0000227703,0.004363885],"genre_scores_gemma":[0.9986718,0.000620514,0.0003415649,0.0002698927,0.000004422761,0.00001536038,0.000001633373,0.000003110084,0.00007169713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02067991,"threshold_uncertainty_score":0.3404178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009042414286153148,"score_gpt":0.2112875370862986,"score_spread":0.2022451228001454,"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."}}