{"id":"W4409193414","doi":"10.1111/fwb.70028","title":"Ephemeral Wetland Macroinvertebrate Communities Across Climate Regions Share Similar Functional Trait Composition Despite Near‐Total Taxa Replacement","year":2025,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Agricultural Research Service; U.S. Department of Agriculture; National Park Service; National Science Foundation","keywords":"Ephemeral key; Ecology; Taxon; Biology; Wetland; Trait; Invertebrate; Ecological succession; Geography","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":[0.000216496,0.0001230761,0.0002184065,0.0004929632,0.000469826,0.0004843239,0.0001683045,0.0001551151,0.001036646],"category_scores_gemma":[0.0004189055,0.0001286029,0.0001875092,0.0003665687,0.000308468,0.0002953714,0.000480678,0.0001603931,0.0001217218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002429473,"about_ca_system_score_gemma":0.000124677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009446832,"about_ca_topic_score_gemma":0.02871714,"domain_scores_codex":[0.999854,0.00002617694,0.00001133187,0.00006879658,0.00001571435,0.0000240129],"domain_scores_gemma":[0.999551,0.00005327573,0.0001907364,0.00006200069,0.000078913,0.0000640354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000534357,0.00001807983,0.9875223,0.00001101826,0.0001212083,0.00002047897,0.0003357838,0.00008784795,0.008780566,0.00004206843,0.00007063414,0.002936634],"study_design_scores_gemma":[5.894014e-7,0.000005289927,0.9996624,8.858788e-7,0.000004103586,0.00001257051,0.0001122333,0.0000769742,0.00007434287,0.00001017732,0.00003964794,7.684195e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996088,0.00002678608,0.00009417377,0.00000598785,4.79083e-7,0.000001475437,0.0001161142,0.0000024483,0.0001437258],"genre_scores_gemma":[0.9995961,0.00001372993,0.0001148421,0.00000771441,9.164762e-7,0.000003942179,0.0001607552,0.000001175977,0.0001008562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009446832,"threshold_uncertainty_score":0.01878369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01726689472718408,"score_gpt":0.2361405054214612,"score_spread":0.2188736106942771,"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."}}