{"id":"W4386266723","doi":"10.11159/ijci.2023.008","title":"Numerical Modelling of Permafrost Degradation Effects on Rock Slopes","year":2023,"lang":"en","type":"article","venue":"International Journal of Civil Infrastructure","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Geology; Degradation (telecommunications); Geotechnical engineering; Geomorphology; Earth science; Engineering; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002203814,0.0003885248,0.0005096964,0.0004142488,0.0004247443,0.0009919131,0.0007803563,0.001342173,0.002497676],"category_scores_gemma":[0.001036147,0.000228656,0.0004616556,0.000486362,0.0007418568,0.0003270837,0.0006361775,0.0004928631,0.0002192164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005807954,"about_ca_system_score_gemma":0.0005092162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01413156,"about_ca_topic_score_gemma":0.00838937,"domain_scores_codex":[0.9998859,0.00003396422,0.000008609625,0.00001752445,0.00002505478,0.0000289346],"domain_scores_gemma":[0.9996212,0.000190168,0.00005816952,0.00002801399,0.00005731259,0.00004516667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002332268,0.00002381839,0.001530112,0.00002016481,0.00001000856,0.0000776222,0.00003165313,0.9952832,0.001148616,0.0007850326,0.00008152008,0.0009849388],"study_design_scores_gemma":[0.000007551595,0.00001412912,0.000725302,0.000005187324,0.000003575629,0.00001166596,0.00002507784,0.9985677,0.0001671253,0.0002491157,0.0002197369,0.000003827411],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483058,0.0004040806,0.0289619,0.0004206133,0.00008016024,0.00007433874,0.0008709992,0.0002487502,0.02063335],"genre_scores_gemma":[0.9919623,0.0001537254,0.005232405,0.00002840783,0.00001293093,0.00005815771,0.0002225785,0.00003028391,0.002299433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01413156,"threshold_uncertainty_score":0.02809858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0256363251465111,"score_gpt":0.2527728572358274,"score_spread":0.2271365320893163,"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."}}