{"id":"W4393151848","doi":"10.1038/s41598-024-57797-2","title":"A new index to measure the uniformity of remolded loess","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Loess; Measure (data warehouse); Index (typography); Geology; Computer science; Physical geography; Geography; Data mining; World Wide Web; Paleontology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001258943,0.0004132015,0.0005031027,0.003585602,0.0002913437,0.001104468,0.0004906193,0.0006523171,0.0009754795],"category_scores_gemma":[0.002440799,0.0002220149,0.0003449653,0.002150699,0.0005193739,0.001962098,0.0005922695,0.0005417477,0.0004637949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006701528,"about_ca_system_score_gemma":0.0001834236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008061351,"about_ca_topic_score_gemma":0.0008258932,"domain_scores_codex":[0.9990535,0.00010711,0.0001266692,0.0002138413,0.0004476285,0.00005114908],"domain_scores_gemma":[0.9979747,0.0005071297,0.0004928621,0.0001673364,0.0007286469,0.0001293016],"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":[0.0009828622,0.0003162221,0.2333727,0.0006997192,0.000530819,0.0004691713,0.0007065363,0.01034113,0.588601,0.002501859,0.001712253,0.1597656],"study_design_scores_gemma":[0.00006362129,0.001327371,0.5888932,0.00009752273,0.0003089539,0.001849123,0.000768302,0.06827532,0.3248793,0.003220525,0.009996933,0.0003197919],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8587716,0.003238417,0.1285624,0.00008877317,0.0001154909,0.0001446129,0.001166253,0.000833258,0.007079225],"genre_scores_gemma":[0.975092,0.000300734,0.0225413,0.00005820485,0.00003111461,0.00007601109,0.0006505778,0.00005298389,0.001197014],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003585602,"threshold_uncertainty_score":0.006658018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01236313703182867,"score_gpt":0.2160551933342206,"score_spread":0.2036920563023919,"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."}}