{"id":"W7100089290","doi":"","title":"Climate Change, Permafrost, and Impacts on Civil Infrastructure","year":2003,"lang":"en","type":"article","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Arctic; Global warming; Climate change; Human settlement; Cryosphere; Settlement (finance); Active layer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003477958,0.0001894392,0.0001330059,0.00105623,0.0009942742,0.001304442,0.0001845613,0.0004581581,0.003529201],"category_scores_gemma":[0.00108727,0.00008596072,0.000226946,0.002387699,0.0007002398,0.0007304077,0.0006898998,0.0006793005,0.0002298023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001305174,"about_ca_system_score_gemma":0.00132725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07071901,"about_ca_topic_score_gemma":0.1230661,"domain_scores_codex":[0.999765,0.0000571081,0.00001277687,0.0000375077,0.00006076401,0.00006692819],"domain_scores_gemma":[0.9992,0.000118915,0.0002845484,0.0000237504,0.0002067019,0.0001660753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008627967,0.0001220804,0.8474106,0.0003787666,0.0001658725,0.0005777456,0.001980352,0.002460831,0.0003861958,0.01487742,0.01633999,0.1152139],"study_design_scores_gemma":[0.000002637363,0.00004028007,0.9434981,0.0002162792,0.00004531924,0.0001894037,0.002767326,0.0005003063,0.0001187592,0.004265949,0.04833557,0.00002006782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7595718,0.08265879,0.00125454,0.03405173,0.001189551,0.00005740956,0.007148573,0.0000623688,0.1140053],"genre_scores_gemma":[0.9623231,0.03225116,0.000413596,0.00106743,0.0004197581,0.00001555555,0.0008224389,0.000006263433,0.00268063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07071901,"threshold_uncertainty_score":0.1406147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03071323277841538,"score_gpt":0.2409331962692395,"score_spread":0.2102199634908241,"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."}}