{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002859664,0.0002470663,0.0001415264,0.001066815,0.0002925168,0.0003305099,0.0001792673,0.0002374534,0.0008846637],"category_scores_gemma":[0.0005349891,0.0001070274,0.0001076892,0.0003986421,0.0003400999,0.0002652323,0.0002500935,0.000166894,0.0001126472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001465335,"about_ca_system_score_gemma":0.00021953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274978,"about_ca_topic_score_gemma":0.002990803,"domain_scores_codex":[0.9998534,0.00001921683,0.000009934919,0.00001758708,0.00007939606,0.00002055046],"domain_scores_gemma":[0.9995035,0.0001131668,0.0001173934,0.00003808102,0.0001762023,0.00005163548],"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":[0.0001035398,0.00002522711,0.002861776,0.00007035878,0.000002086249,0.0000859322,0.0000666524,0.001639947,0.9855748,0.0002135955,0.00006177004,0.009294246],"study_design_scores_gemma":[0.00001215614,0.0003335563,0.02926449,0.00002742018,0.00001642855,0.0002620731,0.0002210059,0.01643441,0.9505031,0.0003355968,0.002564637,0.00002520838],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9560031,0.0001474144,0.04161874,0.00002728162,0.000009295091,0.00006855395,0.0003026043,0.0001678422,0.00165516],"genre_scores_gemma":[0.9866945,0.00007222748,0.01251366,0.00001090762,0.000002821,0.00002395642,0.0001247089,0.00001822251,0.00053902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001274978,"threshold_uncertainty_score":0.00295943,"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."}}