{"id":"W2503053593","doi":"","title":"Characterisation and Propagation of Epistemic Uncertainty in Rock Engineering: a Slope Stability Example","year":2013,"lang":"en","type":"article","venue":"ISRM International Symposium - EUROCK 2013","topic":"Seismology and Earthquake Studies","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Stability (learning theory); Uncertainty quantification; Epistemology; Geology; Environmental ethics; Computer science; Mathematics; Philosophy; Statistics","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":[0.0001834189,0.0001172338,0.0001476328,0.0000905549,0.00004145413,0.00004603946,0.0003074719,0.00005367769,0.00006739721],"category_scores_gemma":[0.00006676889,0.0001104631,0.00002844171,0.0001285773,0.00002056585,0.0005945609,0.0001826502,0.0001034895,0.00004429842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004532612,"about_ca_system_score_gemma":0.00001679401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009866817,"about_ca_topic_score_gemma":0.00003564409,"domain_scores_codex":[0.9989945,0.00005569907,0.0003242926,0.0002931734,0.0001804717,0.0001518661],"domain_scores_gemma":[0.9993299,0.0001178694,0.0001297244,0.0001927855,0.0001911356,0.00003853129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001688968,0.001056199,0.4459283,0.0004096117,0.0004062374,0.00002245027,0.02521416,0.0312341,0.3879098,0.06274825,0.001513534,0.04338846],"study_design_scores_gemma":[0.0004504272,0.0000911978,0.7633971,0.00003479812,0.000003881561,0.00002178512,0.00004897942,0.2282728,0.004646793,0.001766741,0.001084139,0.0001813588],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9667568,0.00004844558,0.0260476,0.006115956,0.0003984506,0.0002785486,0.000003896625,0.00004777747,0.0003025798],"genre_scores_gemma":[0.9988564,0.00005980078,0.0007761529,0.0001184618,0.00004239019,0.00005633814,0.00001206311,0.000005740263,0.00007266649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.383263,"threshold_uncertainty_score":0.4504554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01466738926369448,"score_gpt":0.2093529566802053,"score_spread":0.1946855674165108,"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."}}