{"id":"W4410580903","doi":"10.3390/geotechnics5020031","title":"Uncertainty Analysis and Quantification of Rainfall-Induced Slope Instability in Fine-Grained Clayey Soils","year":2025,"lang":"en","type":"article","venue":"Geotechnics","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Soil water; Clay soil; Soil science; Geotechnical engineering; Geology; Environmental science","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":[0.00126751,0.0003778684,0.0002883556,0.001303972,0.0001672635,0.00056616,0.0003915924,0.0004453937,0.0002968241],"category_scores_gemma":[0.003732538,0.0002263349,0.0005082398,0.0006859439,0.0003687738,0.0005895476,0.0004884404,0.0002378819,0.00003109735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005773728,"about_ca_system_score_gemma":0.0003280941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004198863,"about_ca_topic_score_gemma":0.002572206,"domain_scores_codex":[0.9995894,0.0001319995,0.00003056409,0.00008777907,0.000115427,0.0000449359],"domain_scores_gemma":[0.9976815,0.00157731,0.0004024435,0.0001571571,0.0001335365,0.00004796679],"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":[0.00003144326,0.00001661073,0.01218147,0.00002343825,0.00003524095,0.00008215621,0.00001807044,0.9791023,0.002619988,0.0006900117,0.00004077754,0.005158539],"study_design_scores_gemma":[0.000003133249,0.00002408992,0.01223263,0.000005823794,0.00001051351,0.00003460025,0.00001559291,0.9843526,0.001732271,0.001479902,0.00009702696,0.00001175758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9137412,0.0001598626,0.08460218,0.0000540937,0.000005310607,0.00003281838,0.0005539686,0.0001470833,0.0007033258],"genre_scores_gemma":[0.9975109,0.00003071487,0.002269498,0.000003219196,0.000002345817,0.000007299179,0.0001299521,0.000003852477,0.00004223915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004198863,"threshold_uncertainty_score":0.008348823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00988470374257453,"score_gpt":0.247749214063467,"score_spread":0.2378645103208925,"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."}}