{"id":"W7163010978","doi":"10.64862/ajeg.2025.2sp.49.164","title":"Resilient Tunnelling in the Himalayas and Beyond: Lessons from Recent Projects","year":2025,"lang":"","type":"article","venue":"Asian Journal of Engineering Geology","topic":"Tunneling and Rock Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rocscience (Canada)","funders":"","keywords":"Resilience (materials science); Excavation; Risk management; Scale (ratio); Warning system; Emergency management; Demolition; Debris","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001692194,0.0003474617,0.000240603,0.0009244226,0.003116109,0.004313205,0.001062259,0.001302249,0.002996281],"category_scores_gemma":[0.003129534,0.0001805437,0.0001703269,0.002255724,0.003158614,0.004288161,0.002061605,0.001713043,0.0003640651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00292283,"about_ca_system_score_gemma":0.004000474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02084015,"about_ca_topic_score_gemma":0.04181631,"domain_scores_codex":[0.9993783,0.0002219053,0.00002986511,0.00006237069,0.0001246896,0.0001827035],"domain_scores_gemma":[0.998365,0.0006636263,0.0001815154,0.000145493,0.0003231027,0.0003212585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002504232,0.0004700028,0.04801994,0.002567148,0.00006740024,0.008820049,0.1716145,0.008966731,0.001948275,0.1796134,0.0238964,0.5537658],"study_design_scores_gemma":[0.00001967799,0.0005502562,0.0945358,0.003659647,0.00005697808,0.002937392,0.3758629,0.003451475,0.002390318,0.07985841,0.4365113,0.0001658511],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7775595,0.03885069,0.005728827,0.07353447,0.0005552635,0.00008106841,0.0004273881,0.0001149578,0.1031478],"genre_scores_gemma":[0.9548131,0.03653041,0.001909657,0.001135529,0.0001309523,0.00002296999,0.000135525,0.00002545343,0.005296466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02084015,"threshold_uncertainty_score":0.04143769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01079265700399765,"score_gpt":0.2321253797192072,"score_spread":0.2213327227152095,"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."}}