{"id":"W4387832924","doi":"10.1061/jcrgei.creng-720","title":"Thaw Consolidation Properties of Fine-Grained Permafrost Soils of the Mackenzie Valley, Canada","year":2023,"lang":"en","type":"article","venue":"Journal of Cold Regions Engineering","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Permafrost; Void ratio; Soil water; Consolidation (business); Hydraulic conductivity; Atterberg limits; Geology; Geotechnical engineering; Soil science; Grain size; Environmental science; Mineralogy; Geomorphology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001845279,0.00008033727,0.0001837997,0.0001026919,0.00005218448,0.00001197772,0.0001982651,0.000032197,0.0001232712],"category_scores_gemma":[0.00006600748,0.00005139954,0.00008490156,0.0003356475,0.00003985346,0.000092302,0.00001306947,0.0001145062,0.00000146906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007824414,"about_ca_system_score_gemma":0.0002104528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03133711,"about_ca_topic_score_gemma":0.2701073,"domain_scores_codex":[0.999183,0.0000197496,0.0003242411,0.0000502419,0.0002744446,0.000148296],"domain_scores_gemma":[0.9994181,0.00009014532,0.0002004367,0.0001167576,0.0001179229,0.00005660709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001580965,0.00004870917,0.3404019,0.00111035,0.0003698475,0.0001077643,0.003974739,0.4117298,0.188686,0.0008353881,0.05186679,0.0007105847],"study_design_scores_gemma":[0.001904317,0.000365739,0.6898468,0.002397831,0.0002515017,0.0004357224,0.003864709,0.1282163,0.1284346,0.00008459357,0.04352089,0.0006769637],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965272,0.0006005415,0.00001608653,0.001216567,0.0005942343,0.00009024249,0.0007327012,0.000007699066,0.0002147579],"genre_scores_gemma":[0.9994171,0.0002481522,0.00002857066,0.00002942861,0.0001013856,3.909873e-7,0.00004038414,0.00000413111,0.0001304652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3494448,"threshold_uncertainty_score":0.9751133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03093702063723057,"score_gpt":0.1988269220403668,"score_spread":0.1678899014031363,"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."}}