{"id":"W4401989569","doi":"10.1016/j.jgsce.2024.205434","title":"3D DEM investigation on macro-meso mechanical responses of gas hydrate-bearing sediments in process of unloading confining pressure","year":2024,"lang":"en","type":"article","venue":"Gas Science and Engineering","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; Natural Science Foundation of Hubei Province; National Natural Science Foundation of China","keywords":"Clathrate hydrate; Overburden pressure; Bearing (navigation); Macro; Geology; Geotechnical engineering; Process (computing); Materials science; Hydrate; Chemistry; Physics; Computer science","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":[0.0009825736,0.00009956825,0.000130931,0.0001684188,0.00005027961,0.00003493778,0.0001511167,0.00004868593,0.00003969555],"category_scores_gemma":[0.0001212509,0.00008498802,0.00001412366,0.0008189616,0.0001633071,0.0002955486,0.0000867321,0.0001599369,0.000004843324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004456276,"about_ca_system_score_gemma":0.00003345518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005359164,"about_ca_topic_score_gemma":0.000001851656,"domain_scores_codex":[0.9988743,0.00001588949,0.0002247669,0.000280494,0.0003700586,0.0002344663],"domain_scores_gemma":[0.9996964,0.00007352117,0.00004089038,0.00009591234,0.00001064263,0.00008263247],"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":[0.00001745501,0.0000106585,0.002526226,0.0001449894,0.000007218599,0.000006218984,0.002127957,0.1925026,0.8003603,0.0005173322,0.000003702899,0.001775368],"study_design_scores_gemma":[0.000170387,0.0001123504,0.003056949,0.0005092056,0.00001637788,0.000008392246,0.0001524747,0.575947,0.4193568,0.0003945979,0.0001214261,0.0001540642],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986183,0.0001877677,0.000111854,0.00005640784,0.0001179553,0.00009514324,0.000001517021,0.0000256478,0.0007853929],"genre_scores_gemma":[0.9991847,0.00002463812,0.0007149862,0.00001457219,0.000009258282,0.000005585934,5.398674e-7,0.000008046859,0.00003765806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3834444,"threshold_uncertainty_score":0.3465711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01312654589927579,"score_gpt":0.23089098439096,"score_spread":0.2177644384916842,"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."}}