{"id":"W2027752110","doi":"10.1520/gtj103580","title":"Characterization of Transparent Soil for Unsaturated Applications","year":2011,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Royal Military College of Canada","funders":"","keywords":"Degree of saturation; Saturation (graph theory); Water content; Soil water; Geotechnical engineering; Vadose zone; Soil science; Environmental science; Geology; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001516344,0.00009770008,0.0001417489,0.00006729421,0.00007746962,0.00001481773,0.0001413185,0.0001069782,0.00001730886],"category_scores_gemma":[0.00006616573,0.00008713634,0.0000620952,0.0002739895,0.00003676601,0.00008235146,0.000005631477,0.0002625043,0.000002952616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000238289,"about_ca_system_score_gemma":0.00002227904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001715338,"about_ca_topic_score_gemma":6.371854e-7,"domain_scores_codex":[0.9992968,0.00001006047,0.0003398487,0.00008295068,0.00008865676,0.0001816446],"domain_scores_gemma":[0.9995142,0.00006147955,0.00008115366,0.000104294,0.0001618162,0.00007706742],"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":[0.00002780744,0.00007862047,0.0002373892,0.000090352,0.00004198185,0.0000027807,0.0001153954,0.01015109,0.9185277,0.0002952166,0.00007077098,0.07036088],"study_design_scores_gemma":[0.002657311,0.0006825636,0.09533294,0.0007016312,0.0003484906,0.0009128546,0.00007303998,0.3965005,0.4859703,0.008851475,0.006696977,0.001271911],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2981661,0.0000747016,0.6999023,0.00003007687,0.0002060224,0.0002664864,0.00002756626,0.0004258895,0.0009008253],"genre_scores_gemma":[0.98898,0.00002988532,0.01072994,0.00001250033,0.0001494589,0.00004500181,0.00001885576,0.0000235882,0.00001076692],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6908139,"threshold_uncertainty_score":0.3553317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06394479515170232,"score_gpt":0.2377870237525121,"score_spread":0.1738422286008098,"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."}}