{"id":"W4416086744","doi":"10.1061/ijgnai.gmeng-12506","title":"Discussion of “Dynamic Response Characteristics and Liquefaction Analysis of a Phosphogypsum Tailings Dam”","year":2025,"lang":"en","type":"article","venue":"International Journal of Geomechanics","topic":"Tailings Management and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"WSP (Canada)","funders":"","keywords":"Phosphogypsum; Tailings; Liquefaction; Soil liquefaction","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":[0.0004011384,0.00007794295,0.0002413591,0.0007850003,0.00001263488,0.00001942529,0.0001784368,0.00004764118,0.00002540868],"category_scores_gemma":[0.0001336184,0.00005776426,0.0001122716,0.0002675754,0.00001523096,0.0001373519,0.00005286487,0.0001102411,3.362224e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006165454,"about_ca_system_score_gemma":0.00002318862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006520432,"about_ca_topic_score_gemma":0.00000598308,"domain_scores_codex":[0.9991569,0.00002254994,0.0004771876,0.00005928551,0.0002215402,0.0000625379],"domain_scores_gemma":[0.9992583,0.00006118263,0.0002769181,0.00007437775,0.0003083233,0.00002083222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00711372,0.0002783767,0.004875842,0.000472424,0.01364467,0.00004790092,0.002493553,0.02421081,0.6704146,0.00578074,0.0003281882,0.2703392],"study_design_scores_gemma":[0.001543328,0.0004385001,0.04669289,0.0009072048,0.00225409,0.0000174801,0.001145027,0.8728713,0.05892663,0.00531313,0.009537566,0.00035281],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577802,0.0002995702,0.04071351,0.0003662568,0.0007311057,0.00003748714,0.0000186547,0.00001127902,0.00004192939],"genre_scores_gemma":[0.9985843,0.0007995148,0.0003245834,0.00001941014,0.00001513243,6.687241e-7,0.000006003881,0.000006507839,0.0002438528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8486605,"threshold_uncertainty_score":0.2355558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004874692564372707,"score_gpt":0.2335398423587483,"score_spread":0.2286651497943756,"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."}}