{"id":"W4410438836","doi":"10.1002/ecog.07746","title":"Freshwater fish functional diversity shows diverse responses to human activities, but consistently declines in the tropics","year":2025,"lang":"en","type":"article","venue":"Ecography","topic":"Fish Biology and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto; University of Regina","funders":"","keywords":"Tropics; Ecology; Fish <Actinopterygii>; Diversity (politics); Functional diversity; Geography; Biology; Fishery","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":[0.0008168112,0.0004230552,0.0004263899,0.002606965,0.000333904,0.000543763,0.0002396094,0.0001876408,0.001706185],"category_scores_gemma":[0.001686715,0.0001635037,0.0008050792,0.004053346,0.000717554,0.0005657902,0.0007958823,0.000257819,0.0001553226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006205758,"about_ca_system_score_gemma":0.0004211722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02746902,"about_ca_topic_score_gemma":0.04183239,"domain_scores_codex":[0.9995309,0.000133722,0.00004638666,0.000158688,0.00008156968,0.00004868927],"domain_scores_gemma":[0.9989223,0.0002667868,0.0003735234,0.0001538718,0.0002134186,0.00007012748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001246723,0.00001133106,0.9461688,0.001378276,0.002840865,0.0002167661,0.001749012,0.001295218,0.004857225,0.0004430374,0.001853329,0.03906137],"study_design_scores_gemma":[0.000002849829,0.00001775621,0.9952571,0.00009288925,0.0002774343,0.0001073601,0.0006090935,0.0003301801,0.0002354527,0.0002192285,0.002837016,0.00001357902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720075,0.01241682,0.002214575,0.0007888911,0.00004023212,0.0000175744,0.009688473,0.0000667265,0.002759278],"genre_scores_gemma":[0.9945742,0.002147173,0.0009970651,0.0001297159,0.00002042609,0.0000125706,0.001885542,0.00001474245,0.0002186612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02746902,"threshold_uncertainty_score":0.05461824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04205229305557168,"score_gpt":0.2390352507448128,"score_spread":0.1969829576892411,"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."}}