{"id":"W2625113757","doi":"","title":"How a policy requiring all highways infrastructure projects to consider climate change was born","year":2015,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Climate change; Critical infrastructure; Transportation infrastructure; Environmental planning; Business; Transport infrastructure; Environmental resource management; Transport engineering; Geography; Computer science; Engineering; Economics; Computer security","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"],"consensus_categories":[],"category_scores_codex":[0.0008148906,0.0003673576,0.0002976645,0.0000917006,0.0001804227,0.0002143647,0.0003452559,0.0001798492,0.000008170018],"category_scores_gemma":[0.001157291,0.0003314443,0.00007915234,0.0002987358,0.0002168586,0.0007738665,0.0006758015,0.0003129596,0.0003286332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001055088,"about_ca_system_score_gemma":0.00004754863,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01218424,"about_ca_topic_score_gemma":0.003108552,"domain_scores_codex":[0.9971923,0.00009815515,0.0003408646,0.0006276566,0.0006164674,0.001124597],"domain_scores_gemma":[0.9983764,0.00007857247,0.0001907668,0.0005241085,0.00001982046,0.0008103167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001229098,0.0002181312,0.9457402,0.0001096955,0.00003259017,0.0001853181,0.01673187,0.008361285,0.007316876,0.0001766616,0.01216819,0.008836268],"study_design_scores_gemma":[0.0008320865,0.0003140917,0.9517192,0.00009881068,0.00003331453,0.0000661534,0.003734533,0.0002562248,0.002911383,0.001037496,0.03822336,0.000773353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.956273,0.00003943687,0.000006331135,0.003987919,0.0001635823,0.0007649679,0.0000154838,0.0002269011,0.0385224],"genre_scores_gemma":[0.9945799,0.00001725643,0.002292816,0.002494026,0.0002935005,0.0000639726,0.00001288918,0.00004836289,0.0001972811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03832512,"threshold_uncertainty_score":0.9999138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04513990181096197,"score_gpt":0.2881581617899051,"score_spread":0.2430182599789431,"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."}}