{"id":"W2620558462","doi":"10.1061/9780784480700.025","title":"Selecting Minimum Factors of Safety for 3D Slope Stability Analyses","year":2017,"lang":"en","type":"article","venue":"Geo-Risk 2017","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kensington Health","funders":"","keywords":"Slope stability; Stability (learning theory); Environmental science; Geology; Mathematics; Computer science; Geotechnical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0003740538,0.0001900644,0.0004159583,0.00007759633,0.0003192045,0.00005537306,0.0003981938,0.0001285034,0.00004949436],"category_scores_gemma":[0.001027991,0.0001693122,0.0002517402,0.00007914454,0.00005793917,0.0001323575,0.00005931995,0.000200793,0.00000692493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000371579,"about_ca_system_score_gemma":0.00001526096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003378158,"about_ca_topic_score_gemma":0.00007242407,"domain_scores_codex":[0.9989651,0.00001456231,0.0003391406,0.000222169,0.0001368844,0.0003221472],"domain_scores_gemma":[0.9986147,0.0001832242,0.0001628259,0.0008550327,0.00009316657,0.00009110372],"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":[0.00006008902,0.0001217288,0.06150702,0.0008269412,0.001310143,0.000003226225,0.0006298878,0.8374754,0.05276499,0.0000521065,0.001591068,0.04365747],"study_design_scores_gemma":[0.0007074501,0.00009960946,0.1549402,0.00008487702,0.0005311419,0.000001217478,0.0001657863,0.7920241,0.04257496,0.0002246674,0.007983364,0.0006625675],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8626074,0.0002800977,0.1348505,0.00002626791,0.0002665397,0.0001756025,0.0001761986,0.0002785786,0.001338847],"genre_scores_gemma":[0.9955736,0.0001062033,0.004102312,0.000001292146,0.0000701321,0.000009597342,0.00001620202,0.0000262995,0.00009437382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1329662,"threshold_uncertainty_score":0.6904352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04783075499530043,"score_gpt":0.2970729795500761,"score_spread":0.2492422245547756,"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."}}