{"id":"W2617606530","doi":"10.1038/nclimate3307","title":"A road map for global environmental assessments","year":2017,"lang":"en","type":"article","venue":"Nature Climate Change","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":63,"is_retracted":false,"has_abstract":false,"ca_institutions":"International Institute for Sustainable Development","funders":"","keywords":"Environmental policy; Policy learning; Environmental planning; Environmental resource management; Road map; Environmental science; Political science; Business; Environmental economics; Computer science; Geography; Economics; Cartography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004070858,0.002302855,0.001351976,0.009322762,0.003960724,0.01150591,0.003443609,0.005268491,0.05966342],"category_scores_gemma":[0.01494326,0.001120694,0.001409721,0.009002204,0.001506117,0.01454684,0.006324117,0.005262679,0.01893526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005802354,"about_ca_system_score_gemma":0.02025243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05946619,"about_ca_topic_score_gemma":0.05315731,"domain_scores_codex":[0.9976971,0.0007092413,0.0003444936,0.0002162096,0.000750164,0.0002829485],"domain_scores_gemma":[0.9885053,0.001433813,0.0005251636,0.0009887139,0.007357199,0.001189789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001486136,0.000323142,0.002625977,0.001756657,0.00007335644,0.0007119909,0.000673539,0.019564,0.001278167,0.2059988,0.3400953,0.4267503],"study_design_scores_gemma":[0.00004444443,0.0001170277,0.002977346,0.001679244,0.00005420286,0.0002643064,0.002010219,0.01390485,0.0006518893,0.2069248,0.7712426,0.0001290869],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01429946,0.01341723,0.454219,0.05903666,0.006611709,0.004978318,0.05909929,0.01757201,0.3707663],"genre_scores_gemma":[0.08939616,0.01528373,0.8117788,0.002089145,0.0006051665,0.003362422,0.03382474,0.001734111,0.04192571],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05966342,"threshold_uncertainty_score":0.199594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.035591071172055,"score_gpt":0.3641687983248472,"score_spread":0.3285777271527922,"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."}}