{"id":"W2120141000","doi":"10.1016/j.jconhyd.2011.06.008","title":"A socio-ecological adaptive approach to contaminated mega-site management: From 'control and correct' to 'coping with change'","year":2011,"lang":"en","type":"article","venue":"Journal of Contaminant Hydrology","topic":"Environmental Philosophy and Ethics","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Adaptive management; Sustainability; Ecological systems theory; Environmental resource management; Mega-; Context (archaeology); Ecology; Environmental planning; Remedial education; Megacity; Environmental science; Geography; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005074255,0.0002526133,0.0005133109,0.0001038539,0.0001426902,0.00001505859,0.0003100066,0.0001843164,0.0002963567],"category_scores_gemma":[0.00001938549,0.0001866816,0.00006981289,0.0001475661,0.000314237,0.0002537452,0.0002471575,0.0004104248,0.0001019758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001633495,"about_ca_system_score_gemma":0.000005984395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002051908,"about_ca_topic_score_gemma":0.0001034383,"domain_scores_codex":[0.9982802,0.0001980449,0.0004090157,0.0003880069,0.0003075311,0.0004172582],"domain_scores_gemma":[0.9990616,0.0001254645,0.0002859126,0.0001795667,0.00001559403,0.0003317941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03311024,0.006753607,0.6600838,0.0001231198,0.002715502,0.007388753,0.1564975,0.002768522,0.02686747,0.01215692,0.003425269,0.08810934],"study_design_scores_gemma":[0.00565365,0.009714964,0.9690946,0.0001005678,0.000471725,0.0005496297,0.001480829,0.0009335862,0.0004851081,0.003017859,0.007778822,0.0007186852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659658,0.0001019689,0.01772438,0.00136863,0.0001791844,0.0006855239,0.00001498644,0.00001529598,0.01394422],"genre_scores_gemma":[0.9864956,0.00004895376,0.006571909,0.006573842,0.0000904338,0.00004558072,0.000002102171,0.00001959504,0.000152019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3090108,"threshold_uncertainty_score":0.7612656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983370904513533,"score_gpt":0.2100843794441121,"score_spread":0.1802506703989768,"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."}}