{"id":"W2056332531","doi":"10.1111/j.1526-100x.2007.00285.x","title":"Responses to Riparian Restoration in the Spring Creek Watershed, Central Pennsylvania","year":2007,"lang":"en","type":"article","venue":"Restoration Ecology","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Fish and Wildlife Service; Graymont; U.S. Department of Agriculture; U.S. Environmental Protection Agency","keywords":"Riparian zone; STREAMS; Environmental science; Hydrology (agriculture); Stream restoration; Bank; Riparian buffer; Erosion; Watershed; Channel (broadcasting); Water quality; Sediment; Stream bed; Bank erosion; Geology; Ecology; Geomorphology; Habitat","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001289808,0.00009237653,0.0001012916,0.00007708769,0.0001943465,0.00002763312,0.0002244368,0.0001206395,0.0006312695],"category_scores_gemma":[0.0001154676,0.00008066712,0.00002004772,0.0002861587,0.00009643847,0.0002854435,0.00002590387,0.0001531792,0.0003937217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001701589,"about_ca_system_score_gemma":0.00002393767,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009092749,"about_ca_topic_score_gemma":0.1260836,"domain_scores_codex":[0.998739,0.0001805674,0.0002758025,0.000249511,0.0001715516,0.0003835502],"domain_scores_gemma":[0.9995387,0.0001445714,0.00005558716,0.0001802302,0.000008021445,0.00007290849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002964272,0.0001006231,0.9849534,0.000003380874,0.000003204738,0.00007858108,0.002886947,0.003504506,0.005998195,0.0003352855,0.001112293,0.000727182],"study_design_scores_gemma":[0.0002437186,0.0001821327,0.9646234,0.000001899645,0.000005811979,0.000007892492,0.000187521,0.0001195026,0.0006538785,0.0001545324,0.03372385,0.00009589364],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924634,0.000009239736,0.002438035,0.002985469,0.0001948963,0.0003006149,0.000001121974,0.00002903729,0.001578241],"genre_scores_gemma":[0.9971951,0.000005337864,0.0007237682,0.001706844,0.0000628744,0.00002378626,0.00001334559,0.000006687919,0.0002622313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1251743,"threshold_uncertainty_score":0.8898631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01473448259577302,"score_gpt":0.2506678415285165,"score_spread":0.2359333589327435,"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."}}