{"id":"W4407338274","doi":"10.1007/s10530-025-03542-3","title":"Twenty years in the making: long term population dynamics of an invasive fish in a contaminated ecosystem","year":2025,"lang":"en","type":"article","venue":"Biological Invasions","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada; McMaster University","funders":"Fisheries and Oceans Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Ecosystem; Fish <Actinopterygii>; Term (time); Ecology; Population; Invasive species; Population dynamics of fisheries; Contamination; Fishery; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0009957521,0.0001600314,0.0001964046,0.0004472547,0.001441412,0.001275753,0.0003846144,0.0009647898,0.001079031],"category_scores_gemma":[0.002224986,0.00009825997,0.0002458394,0.0004410593,0.0007920045,0.001148536,0.001047505,0.0007129303,0.0002202566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007035673,"about_ca_system_score_gemma":0.0005556772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00813179,"about_ca_topic_score_gemma":0.02279241,"domain_scores_codex":[0.9998255,0.00004602691,0.00001172596,0.00003152935,0.00003680211,0.00004839692],"domain_scores_gemma":[0.9987509,0.0002903163,0.0002930409,0.00008306937,0.0001602432,0.0004224287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006822529,0.0004279202,0.9734142,0.00002955908,0.0001534057,0.001428004,0.001900442,0.001092227,0.004551587,0.0007052272,0.0006491679,0.01496614],"study_design_scores_gemma":[0.000008473267,0.0005959363,0.9873192,0.00003054304,0.0001181044,0.0007721515,0.006356451,0.0019236,0.0005183647,0.0007840606,0.001532813,0.00004015003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993923,0.00008815576,0.00006849235,0.000117663,0.000006524528,0.000001241629,0.00003105056,0.000001365732,0.0002931855],"genre_scores_gemma":[0.9994186,0.0000681333,0.00007320727,0.00005123555,0.000006361605,0.000003897871,0.00004730658,8.49903e-7,0.000330384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00813179,"threshold_uncertainty_score":0.01616895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06228974139444129,"score_gpt":0.2679401541272888,"score_spread":0.2056504127328475,"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."}}