{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001671822,0.0001116124,0.0001849886,0.0002784529,0.00004222326,0.0000467761,0.0003304077,0.00006686422,0.002153357],"category_scores_gemma":[0.00005932068,0.00008399418,0.0001119524,0.0001993893,0.00001710649,0.0002400314,0.00001168355,0.0002108364,0.00006761543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001162746,"about_ca_system_score_gemma":0.00004310336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009570259,"about_ca_topic_score_gemma":0.0001823354,"domain_scores_codex":[0.9987478,0.00004425425,0.0003435153,0.00009948032,0.000624123,0.0001408618],"domain_scores_gemma":[0.9990913,0.000262959,0.0002958007,0.00007009796,0.0002014845,0.00007837376],"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":[0.0002299215,0.00001245462,0.2300656,0.00003055806,0.00009234442,0.00009915166,0.000629392,0.7451094,0.0007508058,0.0000653881,0.006823877,0.01609117],"study_design_scores_gemma":[0.001222825,0.0005795025,0.7630619,0.000428411,0.00004245252,0.0003129923,0.0002649031,0.2106477,0.004830449,0.005893899,0.0124172,0.0002976575],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874351,0.0002074062,0.00528472,0.001198648,0.00283753,0.00007692799,0.001047837,0.00001926234,0.001892581],"genre_scores_gemma":[0.9979423,0.0002481752,0.0001805989,0.0002638416,0.0007242675,1.897174e-7,0.0005822856,0.000004852137,0.00005350704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5344616,"threshold_uncertainty_score":0.9987588,"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."}}