{"id":"W3177323257","doi":"10.1680/ecsmge.60678.vol6.445","title":"Sample quality examination on silty soils","year":2015,"lang":"en","type":"article","venue":"","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soil water; Sample (material); Quality (philosophy); Environmental science; Geology; Soil science","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":[0.0008685084,0.0003121024,0.0003019376,0.001635337,0.000623967,0.0003528306,0.0003073557,0.0002809616,0.001870735],"category_scores_gemma":[0.00209856,0.0001373485,0.0001765429,0.0007877936,0.0006811772,0.0002102318,0.0005610767,0.0001471465,0.0003574951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002440191,"about_ca_system_score_gemma":0.0001571747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005440596,"about_ca_topic_score_gemma":0.01096951,"domain_scores_codex":[0.999198,0.0001037111,0.000131568,0.0001692007,0.0002901678,0.0001073006],"domain_scores_gemma":[0.9981601,0.0004074122,0.0003214359,0.0001749144,0.0008364994,0.00009976402],"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":[0.0007207543,0.0001494957,0.2219704,0.0002400793,0.00006592686,0.0008612066,0.001731679,0.0003271232,0.747611,0.0001202285,0.0002336218,0.0259685],"study_design_scores_gemma":[0.00002258054,0.0007467814,0.7401399,0.00007077472,0.0001044681,0.001539507,0.001215806,0.001323815,0.2496027,0.0001112716,0.00510203,0.0000203659],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933622,0.0002415826,0.004356862,0.00002325275,0.00001643406,0.0001402719,0.0003805103,0.00005845591,0.001420315],"genre_scores_gemma":[0.9862372,0.0002948344,0.01040374,0.0001138917,0.00002135114,0.00009132289,0.001119328,0.00005597853,0.001662425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005440596,"threshold_uncertainty_score":0.01081783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06428642447934753,"score_gpt":0.2755980150116009,"score_spread":0.2113115905322534,"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."}}