{"id":"W2766046745","doi":"10.1002/ieam.1972","title":"The need for resilience in environmental impact assessment","year":2017,"lang":"en","type":"editorial","venue":"Integrated Environmental Assessment and Management","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petrel Robertson Consulting (Canada)","funders":"","keywords":"Resilience (materials science); Environmental impact assessment; Environmental planning; Environmental science; Environmental resource management; Environmental health; Environmental protection; Medicine; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001630447,0.001393072,0.001003932,0.0001657668,0.001968321,0.0008182589,0.001800184,0.0007965202,0.0007872191],"category_scores_gemma":[0.00003610191,0.001037605,0.0004845937,0.0001375029,0.001607854,0.0007728782,0.002090354,0.001549753,0.0001402086],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006771632,"about_ca_system_score_gemma":0.0000998121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006907184,"about_ca_topic_score_gemma":0.0006048307,"domain_scores_codex":[0.9929933,0.0003128983,0.00115894,0.001782277,0.002132629,0.001619952],"domain_scores_gemma":[0.9965721,0.0006610107,0.0008940379,0.001434492,0.000004401272,0.0004339506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003019581,0.001364645,0.09523359,0.0001006896,0.0006537776,0.0001285213,0.0002263583,0.0004463859,0.001018928,0.0001036467,0.8190306,0.08139086],"study_design_scores_gemma":[0.002863766,0.0006823908,0.2923816,0.000161244,0.0002795009,0.000003850524,0.001396972,0.001519972,0.00002476183,0.0008085232,0.6985726,0.001304724],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.2547331,0.002796938,0.003167768,0.002318718,0.6283889,0.0279798,0.006851212,0.0004826333,0.07328093],"genre_scores_gemma":[0.8335083,0.04947579,0.005936695,0.0003343316,0.05370006,0.00582767,0.007006496,0.0006501341,0.04356059],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5787751,"threshold_uncertainty_score":0.999882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007011219252980681,"score_gpt":0.3088446082721041,"score_spread":0.3018333890191234,"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."}}