{"id":"W3048211335","doi":"10.1201/9781003077749-25","title":"A probabilistic slope stability analysis using deterministic computer software","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Probabilistic logic; Computer science; Stability (learning theory); Software; Probabilistic analysis of algorithms; Algorithm; Programming language; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001013471,0.0005804611,0.001129296,0.0002989371,0.00005109975,0.00007556782,0.0003069599,0.0003924213,0.001256863],"category_scores_gemma":[0.00005616671,0.0005654193,0.0007839413,0.0003008064,0.00006920598,0.00004264562,0.0001215035,0.0005796161,0.0001147854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001899026,"about_ca_system_score_gemma":0.00003470483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000890022,"about_ca_topic_score_gemma":0.00001517878,"domain_scores_codex":[0.9981434,0.000009826821,0.0006282241,0.0005918597,0.0003140662,0.0003126597],"domain_scores_gemma":[0.9987805,0.0001295858,0.00006859883,0.0006785654,0.00008639999,0.0002562969],"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":[0.000002079752,0.000007556521,0.000006211847,0.0004403916,0.001711277,0.00004171773,0.00001838158,0.992633,0.0000178694,0.001133001,0.0001023483,0.003886191],"study_design_scores_gemma":[0.00006795778,0.00002833153,0.00001985325,0.0000650354,0.003363302,0.000004014037,0.000001319083,0.9913077,0.000007213029,0.001037907,0.00344226,0.0006551109],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001530614,0.0001695868,0.9751238,0.00001542423,0.0001595138,0.000232133,0.0001145992,0.001900416,0.02213142],"genre_scores_gemma":[0.8209266,0.00009615796,0.1473223,0.0002200428,0.001064294,0.00004231198,0.0006277219,0.0007151028,0.02898551],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8278016,"threshold_uncertainty_score":0.9996797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02346037392802164,"score_gpt":0.2042351452840195,"score_spread":0.1807747713559979,"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."}}