{"id":"W4407857940","doi":"10.3233/978-1-60750-031-5-3486","title":"Measurement of soil variability for probabilistic slope stability analysis","year":2011,"lang":"en","type":"book-chapter","venue":"IOS Press eBooks","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stability (learning theory); Probabilistic logic; Environmental science; Statistics; Geology; Soil science; Mathematics; Computer science; Machine learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001115203,0.000477179,0.0004149651,0.00134422,0.0003239503,0.001066642,0.0008032825,0.0004711827,0.003592855],"category_scores_gemma":[0.004656542,0.000331533,0.000422386,0.002212322,0.0003975874,0.0008775126,0.0007967702,0.0008437848,0.001306173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005059236,"about_ca_system_score_gemma":0.0005016061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002513103,"about_ca_topic_score_gemma":0.003260013,"domain_scores_codex":[0.9991394,0.0003137744,0.00002716795,0.0001027238,0.0003918434,0.00002504508],"domain_scores_gemma":[0.9984215,0.0009588255,0.0001284097,0.0002474036,0.0002090023,0.0000347776],"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":[0.0001314441,0.0001252561,0.01295178,0.000228773,0.00009080501,0.0001924855,0.0001961096,0.5261691,0.03061642,0.05106766,0.006249595,0.3719806],"study_design_scores_gemma":[0.000009143016,0.00006822677,0.008592514,0.00006837085,0.00001844177,0.0001606923,0.00007262702,0.939671,0.006105601,0.03393865,0.01124471,0.00004999099],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01591292,0.0002576393,0.9747276,0.00006436775,0.00002235385,0.00008487611,0.00068944,0.0009360806,0.007304758],"genre_scores_gemma":[0.430941,0.0006785552,0.56293,0.00005735801,0.00004710548,0.0005092176,0.001568758,0.000411498,0.002856509],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003592855,"threshold_uncertainty_score":0.01201928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0468348692792119,"score_gpt":0.2057899173653778,"score_spread":0.1589550480861659,"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."}}