{"id":"W4323023068","doi":"10.2991/978-94-6463-104-3_17","title":"Spatial Variability of Input Motion in Stochastic Slope Stability","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rocscience (Canada)","funders":"","keywords":"Stability (learning theory); Motion (physics); Geology; Geodesy; Computer science; Artificial intelligence; Machine learning","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004449947,0.0002480533,0.0005211507,0.000221391,0.00000789246,0.000006276553,0.0001418366,0.0003681562,0.0006144946],"category_scores_gemma":[0.0001628358,0.0002515942,0.0001691577,0.0001058451,0.00003992392,0.00002792194,0.0000561474,0.0004561681,0.00005795456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001240542,"about_ca_system_score_gemma":0.00001423229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001792668,"about_ca_topic_score_gemma":0.0001832877,"domain_scores_codex":[0.9987894,0.00001027445,0.0005360653,0.0002718574,0.0002145207,0.0001778551],"domain_scores_gemma":[0.9992466,0.000155668,0.00004058058,0.0004487837,0.00005004794,0.00005832815],"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":[0.000003095247,0.00001444886,0.00002351376,0.0002926776,0.00006057851,0.00000214106,0.00001834362,0.9869736,0.0001204519,0.005641337,0.00001964125,0.006830191],"study_design_scores_gemma":[0.0002020332,0.00003229752,0.001351775,0.0002058296,0.00009770833,6.031113e-7,0.00000396416,0.9817874,0.0001317787,0.01545924,0.0002421423,0.0004851942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001065289,0.00002816801,0.8880914,0.00002387527,0.0003284727,0.0002791772,0.00007902762,0.0009455491,0.109159],"genre_scores_gemma":[0.9895871,0.00001796404,0.0002119221,0.000001635897,0.00004857174,0.00000983167,0.00004478838,0.00006269366,0.01001545],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9885219,"threshold_uncertainty_score":0.9999936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350301249649736,"score_gpt":0.1909194238206551,"score_spread":0.1774164113241577,"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."}}