{"id":"W2079684196","doi":"10.1525/bio.2010.60.8.5","title":"Direct and Terrestrial Vegetation-mediated Effects of Environmental Change on Aquatic Ecosystem Processes","year":2010,"lang":"en","type":"article","venue":"BioScience","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of British Columbia","funders":"","keywords":"Terrestrial ecosystem; Ecosystem; Environmental science; Vegetation (pathology); Aquatic ecosystem; Environmental change; Terrestrial plant; Ecology; Climate change; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001828943,0.0001202341,0.0001388543,0.00004451541,0.00009033902,0.00002427174,0.0001973488,0.00005265316,0.00003607696],"category_scores_gemma":[0.0002736198,0.00009666205,0.00001963183,0.0002218195,0.0001755855,0.000225814,0.0001158627,0.00006627226,0.0001258907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003844404,"about_ca_system_score_gemma":0.00001110866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001175935,"about_ca_topic_score_gemma":0.00183769,"domain_scores_codex":[0.9989722,0.00003051662,0.000166578,0.0003121324,0.0003217614,0.0001968126],"domain_scores_gemma":[0.999335,0.0002642465,0.0001179604,0.0001788418,0.000001288721,0.0001026475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003494151,0.0002871768,0.2133755,0.0003301986,0.000006143906,0.00001235699,0.0010973,0.00001889838,0.7744849,0.00001790974,0.00002414617,0.01031043],"study_design_scores_gemma":[0.001219117,0.0008215809,0.8992256,0.000268284,0.00003010281,0.00002457044,0.00008804979,0.0281385,0.06820381,0.00006498537,0.00136957,0.0005458486],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982118,0.00002206749,0.00001773719,0.00002968722,0.0004742045,0.0004222371,0.00001971882,0.00002409574,0.0007784776],"genre_scores_gemma":[0.9997336,0.0000203723,0.00009658585,0.00003174766,0.00004213351,0.0000348883,0.000003825993,0.000007719847,0.00002912695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7062811,"threshold_uncertainty_score":0.3941764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005702803268895647,"score_gpt":0.189079378649666,"score_spread":0.1833765753807704,"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."}}