{"id":"W4408487303","doi":"10.5194/egusphere-egu25-16368","title":"Active-layer detachment failures and the vulnerability of infrastructure in Alaska and northwestern Canada","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Yukon Department of Environment; Yukon University; Geological Survey of Canada","funders":"","keywords":"Vulnerability (computing); Layer (electronics); Geography; Computer science; Computer security; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004031298,0.0003260949,0.0002201695,0.001587963,0.001967583,0.001478876,0.0005736672,0.0003174219,0.00158953],"category_scores_gemma":[0.001883237,0.0001792982,0.0003968316,0.002001371,0.0008835138,0.0004323878,0.001052142,0.0003678825,0.0001140905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0123811,"about_ca_system_score_gemma":0.01110532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9799464,"about_ca_topic_score_gemma":0.9875191,"domain_scores_codex":[0.9997751,0.00001777039,0.00001688807,0.00004646407,0.0000606268,0.00008309993],"domain_scores_gemma":[0.9987387,0.0002037854,0.0002294986,0.00004983338,0.0005053581,0.0002727852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006113729,0.00002531989,0.9706442,0.00001833755,0.00006887433,0.0003305246,0.0007240565,0.02072252,0.0003207183,0.0005313083,0.0006358258,0.005917196],"study_design_scores_gemma":[0.000006951555,0.00002510559,0.9584411,0.00005018005,0.00005763545,0.0001494699,0.00586657,0.0323971,0.0002725628,0.0007109566,0.001983325,0.00003901409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970598,0.0001337727,0.0001720484,0.00008380124,0.000003637751,0.000006304273,0.0007495211,0.00001439432,0.001776697],"genre_scores_gemma":[0.9987543,0.0001282421,0.000149993,0.00001100318,0.000001258999,0.000003279661,0.0003786666,0.000003390875,0.0005698307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02005357,"threshold_uncertainty_score":0.08983165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004890347282817439,"score_gpt":0.2174902696987136,"score_spread":0.2125999224158961,"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."}}