{"id":"W1713879811","doi":"10.1520/gtj20150079","title":"Past, Present, and Future of Transparent Soils","year":2015,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Soil water; Centrifuge; Geotechnical engineering; Variety (cybernetics); Environmental science; Geology; Civil engineering; Engineering; Soil science; Computer science","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":[0.0002528392,0.0001042899,0.0001642617,0.00005179625,0.00003811172,0.00002937875,0.0001123664,0.0001096981,0.000006182938],"category_scores_gemma":[0.00004435638,0.00008362771,0.0000375166,0.000173626,0.00005031797,0.00007978352,0.00001649561,0.000492118,0.000001969356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001966217,"about_ca_system_score_gemma":0.00002248859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002763242,"about_ca_topic_score_gemma":1.844721e-7,"domain_scores_codex":[0.9992579,0.00001717945,0.0002558123,0.00007877182,0.0001870286,0.0002033565],"domain_scores_gemma":[0.9994828,0.00007079724,0.00004254659,0.0000948942,0.00009199691,0.0002169517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004550723,0.00008666515,0.003415496,0.0001317883,0.0001084365,0.0001362246,0.0004111288,0.2437455,0.005477315,0.000154149,0.02513852,0.7211493],"study_design_scores_gemma":[0.00580006,0.001257514,0.0546184,0.0009963114,0.0002916724,0.00799771,0.0007842716,0.6908361,0.006958785,0.01470642,0.2141293,0.001623525],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.963932,0.008907947,0.01598465,0.002322981,0.001371157,0.0001729738,0.00001179399,0.0007771616,0.006519326],"genre_scores_gemma":[0.9921525,0.0001101781,0.005316372,0.0000155615,0.002369514,0.000002011707,9.52728e-7,0.00002029066,0.00001267128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7195258,"threshold_uncertainty_score":0.3410239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05064275109670378,"score_gpt":0.251575096178144,"score_spread":0.2009323450814402,"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."}}