{"id":"W4399708645","doi":"10.1016/j.engfailanal.2024.108572","title":"Centrifuge modeling of loess slope failure induced by rising water level utilizing intact sample","year":2024,"lang":"en","type":"article","venue":"Engineering Failure Analysis","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Centrifuge; Loess; Geotechnical engineering; Sample (material); Geology; Slope failure; Landslide; Geomorphology; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002897997,0.0002453322,0.000367404,0.0002569477,0.00008539201,0.000110539,0.00031306,0.0001827747,0.001249643],"category_scores_gemma":[0.00003957641,0.0001734153,0.0003132928,0.001182092,0.00001898635,0.0002938055,0.0002181473,0.0003652782,0.00006826261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000147271,"about_ca_system_score_gemma":0.000008236791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001023771,"about_ca_topic_score_gemma":0.0001339578,"domain_scores_codex":[0.9983723,0.00002206527,0.0003817392,0.000427263,0.0003586114,0.0004380904],"domain_scores_gemma":[0.9993951,0.00005648884,0.00003340435,0.0003826682,0.0000133651,0.0001190129],"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":[0.000004054742,0.00002045851,0.001543439,0.00005189068,0.000957817,0.0000117885,0.0008211458,0.8957297,0.09931403,0.00004992932,0.0005246597,0.0009710506],"study_design_scores_gemma":[0.0001215815,0.00001607038,0.0001534865,0.00007228678,0.0007666683,0.000002966331,0.0001522715,0.9708814,0.01780227,0.00004388564,0.009667082,0.0003200527],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7909425,0.000309303,0.2076381,0.0004707554,0.0001422363,0.00009491465,0.00005776097,0.0001695396,0.0001749037],"genre_scores_gemma":[0.9933866,0.00002819932,0.006294711,0.00001478209,0.00004534225,0.000004606963,0.0001033427,0.00003805846,0.00008433648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2024441,"threshold_uncertainty_score":0.9996634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01073403961277075,"score_gpt":0.2105421306274008,"score_spread":0.1998080910146301,"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."}}