{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003533021,0.000324688,0.0003945155,0.0008416112,0.0004664893,0.00254434,0.000769952,0.001737678,0.003416967],"category_scores_gemma":[0.002813031,0.0002224297,0.000302198,0.000972947,0.002586297,0.004258639,0.001407688,0.001265262,0.0005336425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001071973,"about_ca_system_score_gemma":0.001195836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00133971,"about_ca_topic_score_gemma":0.00175487,"domain_scores_codex":[0.9992465,0.0001932425,0.00003549008,0.0001234169,0.0003082248,0.00009307553],"domain_scores_gemma":[0.9977075,0.001002058,0.0003029535,0.0001447202,0.0005715492,0.0002711677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002651318,0.0001844187,0.002813531,0.002669512,0.00003576024,0.0003071702,0.0004942812,0.005863754,0.01402248,0.2516368,0.01997579,0.7017313],"study_design_scores_gemma":[0.00002094273,0.000501205,0.004085373,0.001733539,0.00004662159,0.0007534181,0.001181558,0.004819789,0.01222368,0.1441476,0.8303736,0.0001126598],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04680825,0.8423333,0.0197573,0.04677471,0.001652912,0.00002241596,0.0002965926,0.0001657823,0.04218873],"genre_scores_gemma":[0.4647984,0.5012054,0.0151361,0.005226753,0.002336001,0.00003554529,0.0001705983,0.00006810453,0.01102309],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003533021,"threshold_uncertainty_score":0.01868463,"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."}}