{"id":"W4413783408","doi":"10.1088/1748-9326/ae0057","title":"Tree mortality provides early warning sign of ecosystem functional transition in coastal freshwater forested wetlands","year":2025,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Campbell Scientific (Canada)","funders":"Lawrence Berkeley National Laboratory; Southern Research Station; Biological and Environmental Research; U.S. Forest Service; National Institute of Food and Agriculture; U.S. Department of Agriculture; U.S. Department of Energy","keywords":"Wetland; Ecosystem; Environmental science; Warning system; Tree (set theory); Sign (mathematics); Ecology; Geography; Environmental resource management; Biology; Computer science","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":[0.0002400397,0.0001289419,0.0001101894,0.0004745841,0.0002502939,0.000360101,0.0001596721,0.0001807828,0.0007808317],"category_scores_gemma":[0.0006524088,0.00005407576,0.000120112,0.0002656932,0.0001924061,0.0002469659,0.0002836704,0.0001839224,0.0000841771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004742692,"about_ca_system_score_gemma":0.0003029821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02482927,"about_ca_topic_score_gemma":0.06484789,"domain_scores_codex":[0.9999229,0.00001476206,0.000005780839,0.00001741366,0.00001485139,0.00002435877],"domain_scores_gemma":[0.9993186,0.0001151613,0.0002889832,0.00002871462,0.0001447751,0.0001037899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009913383,0.00003322534,0.9897431,0.00001146557,0.00002302761,0.0001275246,0.00009452915,0.0008405564,0.005305442,0.00002965829,0.000170521,0.003521835],"study_design_scores_gemma":[6.365811e-7,0.00001895955,0.998478,0.000002308735,0.000002980156,0.00002467569,0.0000982027,0.001030242,0.0002701148,0.00001731477,0.00005421976,0.000002279859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995663,0.00001737454,0.00007541689,0.00001789732,0.000001172423,0.000001327976,0.0001123675,0.000003926046,0.0002041938],"genre_scores_gemma":[0.9997311,0.000009747758,0.00008291967,0.000008080528,0.000001148373,9.903978e-7,0.00008029823,5.876487e-7,0.00008491859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02482927,"threshold_uncertainty_score":0.04936951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01922075825088656,"score_gpt":0.253361278866627,"score_spread":0.2341405206157404,"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."}}