{"id":"W4408428900","doi":"10.5194/egusphere-egu25-14809","title":"Field insights from the August 16, 2024 Thame glacial lake outburst flood in Nepal: how geomorphology can affect a cascading hazard chain","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Lawrence College; Kingston Health Sciences Centre; University of Fredericton; BGC Engineering (Canada)","funders":"","keywords":"Glacial period; Flood myth; Hazard; Physical geography; Geography; Glacial lake; Geology; Geomorphology; Field (mathematics); Archaeology; Ecology","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":[0.0003543639,0.0001210768,0.000115949,0.0005938983,0.001913355,0.0008362282,0.0004138819,0.0005569394,0.00280322],"category_scores_gemma":[0.001307462,0.0001170811,0.00008392319,0.0006173474,0.0008126357,0.0006525975,0.0009526006,0.000709456,0.0002202581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007610383,"about_ca_system_score_gemma":0.001083967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03870086,"about_ca_topic_score_gemma":0.1952571,"domain_scores_codex":[0.9998674,0.00004937736,0.000005181031,0.00001552578,0.0000248579,0.00003762918],"domain_scores_gemma":[0.9993241,0.0002798827,0.00006648133,0.00003638207,0.0001650263,0.0001281927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003438087,0.0008963276,0.4878115,0.000418793,0.00005771498,0.01642242,0.3258782,0.002167683,0.01298388,0.002678336,0.03343464,0.1169067],"study_design_scores_gemma":[0.0000197677,0.0002404089,0.6300402,0.0002286007,0.00001683229,0.0005423837,0.3367832,0.001097901,0.0005670469,0.001386142,0.02903348,0.00004399983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840461,0.00008902442,0.0002604839,0.001513928,0.00001676675,0.00005771011,0.0004465149,0.00001421931,0.0135552],"genre_scores_gemma":[0.9946814,0.0002382576,0.0006538704,0.0005219633,0.00002212059,0.00006918915,0.0003275561,0.000008197985,0.003477342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03870086,"threshold_uncertainty_score":0.07695115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02333325932929985,"score_gpt":0.2327160287985849,"score_spread":0.209382769469285,"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."}}