{"id":"W4393306282","doi":"10.31274/td-20240329-735","title":"The development of the use of magnetic particle rotation in soil ground improvement","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Iowa State University","keywords":"Magnetic field; Geotechnical engineering; Materials science; Compressibility; Magnetic nanoparticles; Soil water; Soil science; Environmental science; Geology; Physics; Mechanics; Nanotechnology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003998299,0.0002889702,0.000209572,0.0004816261,0.0002184463,0.000526575,0.0003260069,0.0003778882,0.001071181],"category_scores_gemma":[0.0003616488,0.0001618616,0.0002909967,0.0003722919,0.0003520726,0.0004134738,0.0002467784,0.0003655991,0.0002799087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004884984,"about_ca_system_score_gemma":0.0005563365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002031761,"about_ca_topic_score_gemma":0.005173242,"domain_scores_codex":[0.9997892,0.00004251746,0.0000109849,0.00004269872,0.00009185365,0.00002275459],"domain_scores_gemma":[0.999815,0.00003954482,0.00004590955,0.0000177636,0.00006625044,0.00001549846],"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":[0.0001495333,0.0002118814,0.001483129,0.0005177378,0.00002855828,0.0001189089,0.0001654325,0.002679321,0.831484,0.002858996,0.0002891777,0.1600133],"study_design_scores_gemma":[0.0000362413,0.002134588,0.007287568,0.00008425769,0.00006572511,0.0003254273,0.0001589458,0.005193563,0.9531583,0.0003468203,0.03117452,0.00003408932],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.803694,0.02075412,0.1368821,0.0009360291,0.0002057446,0.0004879547,0.0001531889,0.0003531415,0.03653393],"genre_scores_gemma":[0.8834661,0.01009839,0.09637877,0.0001027643,0.0000282209,0.00008437185,0.00007506635,0.00002454298,0.009741778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002031761,"threshold_uncertainty_score":0.004039824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276299995708112,"score_gpt":0.2046462678177532,"score_spread":0.1918832678606721,"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."}}