{"id":"W1554856387","doi":"10.1002/9781118354186.ch33","title":"The Policy Context: Building Laws and Rules that Embrace Novelty","year":2013,"lang":"en","type":"other","venue":"","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Novelty; Legislature; Context (archaeology); Ecosystem services; Political science; Biodiversity; Ecosystem; Environmental resource management; Business; Environmental planning; Ecology; Geography; Economics; Law; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001096057,0.0001927407,0.0001205471,0.00003212135,0.0001700274,0.0001049006,0.0002481129,0.00008715619,0.01361986],"category_scores_gemma":[0.00001139597,0.0001242602,0.00003378017,0.00004819221,0.0003220493,0.00007832015,0.0005314273,0.00008998381,0.00241887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009002048,"about_ca_system_score_gemma":0.000003124493,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01267858,"about_ca_topic_score_gemma":0.004424213,"domain_scores_codex":[0.999125,0.00002899898,0.0001074731,0.0002936507,0.0002244747,0.0002203717],"domain_scores_gemma":[0.9994587,0.00004069719,0.0001050783,0.0003146322,5.379907e-7,0.0000803045],"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":[0.000001160856,0.00001609219,0.001199801,0.000007208221,0.00001902938,6.484833e-7,0.00002339038,8.021186e-7,0.0000913312,0.03064859,0.9422475,0.02574447],"study_design_scores_gemma":[0.000161666,0.000007951434,0.005989499,0.00001492872,0.000007857577,0.00000128877,0.0001249688,0.00005560141,0.00005262211,0.0002965059,0.9931205,0.0001666035],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007184847,0.0003243404,0.0004017428,0.005640273,0.00008450256,0.0004513574,0.000007776557,0.00009213867,0.9922794],"genre_scores_gemma":[0.00361742,0.0009210185,0.001183996,0.006345841,0.00005332835,0.00003877111,0.000005258507,0.0001075828,0.9877268],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05087304,"threshold_uncertainty_score":0.9983578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01126649172736309,"score_gpt":0.2245492504548195,"score_spread":0.2132827587274564,"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."}}