{"id":"W1910390499","doi":"10.1002/ieam.1668","title":"Transforming ecosystems: When, where, and how to restore contaminated sites","year":2015,"lang":"en","type":"article","venue":"Integrated Environmental Assessment and Management","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital","funders":"National Institute of Environmental Health Sciences; National Institute of General Medical Sciences; U.S. Department of Agriculture; Natural Sciences and Engineering Research Council of Canada; U.S. Geological Survey; U.S. Environmental Protection Agency; Newmont Corporation; U.S. Department of the Interior; Fogarty International Center; Commonwealth Scientific and Industrial Research Organisation; National Institutes of Health; National Science Foundation","keywords":"Restoration ecology; Environmental restoration; Ecosystem; Provisioning; Outreach; Ecosystem services; Biodiversity; Environmental resource management; Incentive; Environmental planning; Novel ecosystem; Stakeholder; Business; Environmental science; Ecology; Political science; Engineering; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004017006,0.0003032839,0.0002522939,0.00008430694,0.0001600186,0.0001586835,0.0002055208,0.0000777337,0.0001992249],"category_scores_gemma":[0.000002851355,0.0002470203,0.00003540426,0.0001264729,0.0001303565,0.0003339233,0.0003487582,0.0001333362,0.0000726533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005884177,"about_ca_system_score_gemma":0.000005752013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003037123,"about_ca_topic_score_gemma":0.001620237,"domain_scores_codex":[0.9982932,0.00007548277,0.0002347591,0.0005925266,0.000428443,0.0003755895],"domain_scores_gemma":[0.9992732,0.00001991484,0.00007862684,0.000238683,0.000003912931,0.0003856061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001732066,0.0007003015,0.7707528,0.0003838856,0.0003687952,0.0004117091,0.004236198,0.0008465348,0.03700523,0.003984962,0.03338861,0.1477478],"study_design_scores_gemma":[0.005648632,0.002166459,0.2316024,0.0006874972,0.0003426456,0.0001593606,0.04217702,0.0833635,0.001766482,0.000767522,0.6286926,0.002625841],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809774,0.0002637815,0.005786953,0.001137227,0.0001527796,0.001171284,0.00003372602,0.00006317836,0.01041373],"genre_scores_gemma":[0.9895568,0.0004479294,0.004443607,0.0001847881,0.00001496143,0.0001199866,0.00004379805,0.00002614477,0.005161975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.595304,"threshold_uncertainty_score":0.9999982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00994053490790377,"score_gpt":0.2249376591756984,"score_spread":0.2149971242677946,"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."}}