{"id":"W4407838489","doi":"10.3233/978-1-60750-031-5-3509","title":"Highway embankments on degrading and degraded permafrost","year":2011,"lang":"en","type":"book-chapter","venue":"IOS Press eBooks","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Environmental science; Levee; Hydrology (agriculture); Geotechnical engineering; Geology; Oceanography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001057706,0.0004971169,0.0004262359,0.0001347397,0.0002221884,0.0001300669,0.0002897505,0.0003689221,0.004082277],"category_scores_gemma":[0.000006245087,0.0004196542,0.0001041156,0.000005895217,0.0001669725,0.00007170884,0.00004511251,0.0004275824,0.0003498996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007985622,"about_ca_system_score_gemma":0.00002468121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001766348,"about_ca_topic_score_gemma":0.002878139,"domain_scores_codex":[0.998337,0.00002627212,0.0003041849,0.0005801382,0.0003267836,0.000425603],"domain_scores_gemma":[0.999016,0.0001152698,0.0001771079,0.0003899986,0.00004033788,0.0002613049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002188033,0.000149703,0.06701007,0.002500232,0.001422568,0.003014517,0.02190102,0.00001780239,0.001309685,0.1985204,0.0859235,0.6160425],"study_design_scores_gemma":[0.0009239285,0.000509769,0.01452931,0.0008131735,0.0002383864,0.0001182055,0.00002740153,0.00009742335,0.0007700761,0.006957451,0.9734482,0.001566695],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004142982,0.001947969,8.312017e-7,0.00001647537,0.000679402,0.0003913805,0.008007392,0.00008721761,0.9847264],"genre_scores_gemma":[0.05882723,0.001352761,0.00003332191,0.0008371734,0.000755135,0.000008018285,0.004476456,0.00006721081,0.9336427],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8875247,"threshold_uncertainty_score":0.9998255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1058897840721733,"score_gpt":0.2367107208821,"score_spread":0.1308209368099267,"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."}}