{"id":"W4414430885","doi":"10.1139/cgj-2025-0483","title":"Image-based investigation of deformation and clogging behavior of dredged soil under varying vacuum pressure gradients","year":2025,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Clogging; Consolidation (business); Deformation (meteorology); Compression (physics); Pore water pressure; Pressure gradient; Particle image velocimetry","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":[0.0001836399,0.0003016979,0.0002983063,0.0006720527,0.000176619,0.0003105113,0.000298148,0.0003835328,0.0008329675],"category_scores_gemma":[0.0002950108,0.0002074384,0.0001689012,0.0004649808,0.0002992906,0.0003605818,0.000241141,0.0003403581,0.0001109144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002670328,"about_ca_system_score_gemma":0.0002157266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00250444,"about_ca_topic_score_gemma":0.005940306,"domain_scores_codex":[0.9998523,0.000007214336,0.000006134593,0.00003186151,0.00007464866,0.00002792608],"domain_scores_gemma":[0.9997759,0.00004813042,0.0000542026,0.0000210318,0.00007779804,0.00002283072],"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":[0.0001329695,0.00004599507,0.00688976,0.00008952529,0.000008746107,0.0001287921,0.0001474163,0.003289093,0.9764572,0.0001022631,0.00008249769,0.01262582],"study_design_scores_gemma":[0.00001420378,0.0005507387,0.09694955,0.00002266648,0.00004097856,0.0002757831,0.0004449488,0.04749241,0.8530664,0.00009317988,0.001001257,0.00004788271],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865569,0.0002833075,0.01196704,0.00002114707,0.000009313184,0.00001761375,0.0001681948,0.0001808887,0.0007955148],"genre_scores_gemma":[0.9942075,0.0001815433,0.004882195,0.00001344706,0.000002542482,0.00001109198,0.0001162215,0.00001395296,0.0005715212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00250444,"threshold_uncertainty_score":0.004979789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006272300291348865,"score_gpt":0.1967566093838573,"score_spread":0.1904843090925085,"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."}}