{"id":"W1966085279","doi":"10.1002/ieam.173","title":"Linking environmental assessment to environmental regulation through adaptive management","year":2011,"lang":"en","type":"article","venue":"Integrated Environmental Assessment and Management","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"EcoMetrix; Hutchinson (Canada)","funders":"","keywords":"Editorial board; On board; Archaeology; Geology; Library science; Geography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005511521,0.001229237,0.0007107487,0.0002345253,0.000889965,0.000164997,0.0008272695,0.0002899988,0.01143651],"category_scores_gemma":[0.000001050964,0.00120502,0.0002927611,0.0003468629,0.0007441258,0.001302058,0.002417698,0.000624795,0.001558718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003714071,"about_ca_system_score_gemma":0.00001090378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001847219,"about_ca_topic_score_gemma":0.00003043711,"domain_scores_codex":[0.9935442,0.0002918874,0.001093007,0.001940641,0.00172264,0.001407686],"domain_scores_gemma":[0.9979133,0.00004119504,0.0003958615,0.0009591202,0.000001822998,0.0006887158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006283527,0.008004226,0.6638693,0.0001302942,0.00200413,0.0007734424,0.007321511,0.0008228435,0.03467145,0.008831093,0.004612672,0.2683307],"study_design_scores_gemma":[0.002247986,0.0009514975,0.9509761,0.0001249854,0.0004487283,0.00003353897,0.009409515,0.0009271975,0.001396919,0.003446112,0.02834147,0.001695953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7902464,0.000124279,0.01888957,0.0002092706,0.000681106,0.004237652,0.0002803258,0.0002957124,0.1850357],"genre_scores_gemma":[0.9147031,0.00176817,0.07607222,0.001259511,0.00007678641,0.0006484893,0.0005214022,0.000156296,0.004794077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2871068,"threshold_uncertainty_score":0.9992187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01969895544534108,"score_gpt":0.2595494845707184,"score_spread":0.2398505291253773,"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."}}