{"id":"W4413054987","doi":"10.1126/sciadv.adw4347","title":"Ecological similarity governs non-native fish establishment while human pressure and native diversity shape invasion richness","year":2025,"lang":"en","type":"article","venue":"Science Advances","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; University of Toronto; The Scarborough Hospital; University of Winnipeg","funders":"","keywords":"Species richness; Introduced species; Ecology; Invasive species; Biology; Freshwater ecosystem; Freshwater fish; Phylogenetic diversity; Biodiversity; Ecosystem; Propagule pressure; Species diversity; Fish <Actinopterygii>; Phylogenetic tree; Fishery; Population; Biological dispersal","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004288549,0.0001385136,0.0001850542,0.0006158956,0.0003285733,0.0005483044,0.0001607739,0.0001545503,0.001971137],"category_scores_gemma":[0.001289095,0.0001018771,0.0002215167,0.0004248757,0.0008140493,0.0004933235,0.0005469673,0.0001863108,0.0001342311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002304494,"about_ca_system_score_gemma":0.0003300867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007674469,"about_ca_topic_score_gemma":0.02611862,"domain_scores_codex":[0.9997515,0.00008127641,0.00001665569,0.00006853017,0.00004226308,0.0000397126],"domain_scores_gemma":[0.999018,0.0002212289,0.0004303039,0.00006979398,0.00007816211,0.0001825845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003554159,0.00002086217,0.9894224,0.00002633264,0.00007351584,0.00004239993,0.0003351324,0.0002223081,0.004139446,0.0001483388,0.000047704,0.00548608],"study_design_scores_gemma":[4.920611e-7,0.000009357385,0.9991184,0.000002249845,0.000008166055,0.00003802836,0.0002312544,0.0003092113,0.000112175,0.00009627311,0.00007258079,0.000001788081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986934,0.00008552726,0.0002563679,0.00002728844,8.464901e-7,0.000002459688,0.00003078438,0.000004376634,0.0008990305],"genre_scores_gemma":[0.999808,0.00003517761,0.00006716298,0.000005452805,0.000001467013,8.526637e-7,0.00001453349,7.880768e-7,0.00006660562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007674469,"threshold_uncertainty_score":0.01525956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01391624831951268,"score_gpt":0.2579915594093102,"score_spread":0.2440753110897975,"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."}}