{"id":"W7133072057","doi":"","title":"Predicting Freshwater Invasion Risks Under Current and Future Conditions","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodiversity; Climate change; Freshwater ecosystem; Invasive species; Introduced species; Ecosystem; Global change; Range (aeronautics); Population","routes":{"ca_aff":false,"ca_fund":false,"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":[0.001957895,0.0006077688,0.0003582998,0.00111466,0.0003324141,0.001074928,0.0008279387,0.0008662257,0.002535613],"category_scores_gemma":[0.005738993,0.0003243375,0.001235217,0.001008673,0.0003350321,0.0009459858,0.000750771,0.0006800878,0.0007365061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001284079,"about_ca_system_score_gemma":0.00083072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0409447,"about_ca_topic_score_gemma":0.03699455,"domain_scores_codex":[0.9996574,0.0001053535,0.00002482451,0.0001082818,0.000053324,0.00005086523],"domain_scores_gemma":[0.9975933,0.001403599,0.0003418885,0.0001704035,0.0003186352,0.000172184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000884736,0.00004403836,0.1457472,0.00007131652,0.0001168232,0.00009250721,0.0001394033,0.8370988,0.0005470122,0.001247946,0.002466314,0.01234012],"study_design_scores_gemma":[0.00001129687,0.00006383222,0.04561416,0.00003020165,0.00002892092,0.00005186356,0.0001371763,0.9485955,0.000667834,0.003068115,0.001695574,0.00003556269],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498292,0.0002258318,0.03279588,0.0006802255,0.00004440239,0.00007146468,0.01001643,0.001458593,0.004877948],"genre_scores_gemma":[0.9661605,0.0001938512,0.02473615,0.00007384087,0.00001969053,0.00008793433,0.007162773,0.0001704936,0.001394747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0409447,"threshold_uncertainty_score":0.08141273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05920152516414626,"score_gpt":0.3555646448675255,"score_spread":0.2963631197033792,"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."}}