{"id":"W4306917304","doi":"10.1016/j.compgeo.2022.105062","title":"Discussion of “Procedure for assessing the liquefaction vulnerability of tailings dams” by Ledesma, O, Sfriso, A, and Manzanal, D","year":2022,"lang":"en","type":"article","venue":"Computers and Geotechnics","topic":"Geotechnical Engineering and Soil Mechanics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Fredericton","funders":"","keywords":"Tailings; Liquefaction; Vulnerability (computing); Environmental science; Tailings dam; Geotechnical engineering; Geology; Computer science; Materials science; Metallurgy; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02644396,0.001522643,0.0008201755,0.002622314,0.002896943,0.002967012,0.00578102,0.006835324,0.004004646],"category_scores_gemma":[0.06695365,0.00082762,0.003360915,0.002456393,0.004440215,0.002153072,0.002636859,0.00638266,0.003569553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002024369,"about_ca_system_score_gemma":0.005808232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01700523,"about_ca_topic_score_gemma":0.02434077,"domain_scores_codex":[0.9832433,0.009609767,0.001698948,0.0009861604,0.004082757,0.0003790781],"domain_scores_gemma":[0.9764028,0.01118532,0.001052109,0.002147138,0.008912266,0.0003004436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002721279,0.0006589568,0.01503235,0.001551606,0.000377188,0.001575281,0.004088046,0.008952843,0.02031812,0.1961886,0.4062074,0.3447775],"study_design_scores_gemma":[0.00009855819,0.0005504353,0.02316922,0.001678338,0.0003834874,0.00342895,0.002122794,0.02872087,0.03515959,0.1462355,0.7579057,0.0005465753],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.00655148,0.002222974,0.9231504,0.04055859,0.008214247,0.002159434,0.001384739,0.002330236,0.01342793],"genre_scores_gemma":[0.03491622,0.001634007,0.9173486,0.02825017,0.001774659,0.002484897,0.0009358345,0.0005282766,0.01212724],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02644396,"threshold_uncertainty_score":0.1398507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007547115904904231,"score_gpt":0.2329188577328386,"score_spread":0.2253717418279344,"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."}}