{"id":"W4413123331","doi":"10.1139/cgj-2025-0009","title":"Physicochemical deterioration mechanism of red-bed mudstone during water–rock interactions: insights from soaking experiments","year":2025,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Geotechnical engineering; Mechanism (biology); Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001785207,0.000227041,0.0002285978,0.0002217225,0.0002473739,0.0002140504,0.0001662896,0.0002146162,0.0005956946],"category_scores_gemma":[0.0001409278,0.0001459268,0.0002551258,0.0001603031,0.0002540103,0.0002420569,0.0002061145,0.0002752264,0.0000696618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002064014,"about_ca_system_score_gemma":0.0001908596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00511603,"about_ca_topic_score_gemma":0.01154492,"domain_scores_codex":[0.999909,0.000006518695,0.000006589481,0.0000196367,0.00003540884,0.00002284495],"domain_scores_gemma":[0.9998978,0.00001677188,0.00002663627,0.000006448585,0.0000340776,0.00001828156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005081854,0.00001368457,0.005312675,0.00004843815,0.00000646145,0.00008072158,0.00008914816,0.0001706811,0.9928529,0.00001794129,0.00001404934,0.001342458],"study_design_scores_gemma":[0.000009709289,0.0005432334,0.1212493,0.000007414922,0.00004703892,0.0001474744,0.000389384,0.004609966,0.871989,0.0000740216,0.0009134953,0.00001987734],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992323,0.0001095252,0.0004041304,0.0000105197,0.000002348239,0.000007853283,0.0000607398,0.000005991808,0.0001664862],"genre_scores_gemma":[0.9986843,0.0001702455,0.000694912,0.00001524384,0.000001801491,0.000007020154,0.00006467975,0.000003322033,0.0003584243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.994884,"threshold_uncertainty_score":0.01017249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085398307846889,"score_gpt":0.2285332261379062,"score_spread":0.2176792430594374,"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."}}