{"id":"W3091266836","doi":"10.1007/s10346-020-01552-x","title":"Using pre-failure and post-failure remote sensing data to constrain the three-dimensional numerical model of a large rock slope failure","year":2020,"lang":"en","type":"article","venue":"Landslides","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geology; Landslide; Slope stability; Rockfall; Lithology; Geotechnical engineering; Hydrogeology; Slope stability analysis; Landform; Deformation (meteorology); Kinematics; Digital elevation model; Photogrammetry; Remote sensing; Geomorphology; Petrology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003269709,0.0005116789,0.0003080119,0.0005032406,0.000440437,0.0006874904,0.0006412196,0.0007309055,0.0009389065],"category_scores_gemma":[0.001143098,0.0005258166,0.0005489439,0.0003891579,0.0005532491,0.000604019,0.0002833237,0.0005011514,0.0002002717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007395719,"about_ca_system_score_gemma":0.0009424005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04369982,"about_ca_topic_score_gemma":0.05383565,"domain_scores_codex":[0.9999009,0.00001351565,0.000008134009,0.00003286278,0.00002120246,0.00002334814],"domain_scores_gemma":[0.9995325,0.0001952027,0.00007260636,0.00007062726,0.00006970876,0.00005942099],"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":[0.00008237876,0.0001778282,0.03368615,0.00001134672,0.00003942615,0.00006329103,0.00002891458,0.9565096,0.005337282,0.0002114239,0.0001764898,0.003675808],"study_design_scores_gemma":[0.00001273764,0.00002406458,0.01603922,0.000001592613,0.000007298458,0.000009215387,0.00001252037,0.9832045,0.0005060142,0.0001200434,0.0000508363,0.0000119418],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993973,0.0000180719,0.005027122,0.00004123949,0.000008319328,0.000009441953,0.0002791672,0.0001346449,0.0005090857],"genre_scores_gemma":[0.998346,0.000009837207,0.001272524,0.00000532336,0.000002138862,0.000006411469,0.0002508917,0.000007987196,0.00009892313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04369982,"threshold_uncertainty_score":0.08689094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03012370984017018,"score_gpt":0.2566655678614987,"score_spread":0.2265418580213285,"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."}}