{"id":"W2043450724","doi":"10.1520/gtj11062j","title":"Tomographic Evaluation of Air and Water Flow Patterns in Soil Column","year":2000,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geotechnical engineering; Geology; Column (typography); Soil water; Flow (mathematics); Water flow; Soil science; Hydrology (agriculture); Environmental science; Engineering; Mechanics","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":[0.0001038563,0.0001351349,0.0000565924,0.0009913557,0.00009531161,0.0001613452,0.0001011879,0.0001600135,0.001244419],"category_scores_gemma":[0.0003919799,0.0001337881,0.00004939165,0.0002990308,0.0001521415,0.0002107237,0.00009728919,0.00009597676,0.00009417283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001251491,"about_ca_system_score_gemma":0.0001472349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002570976,"about_ca_topic_score_gemma":0.004054082,"domain_scores_codex":[0.9999642,0.000005010273,0.00000200821,0.000005810705,0.00001706261,0.000005925786],"domain_scores_gemma":[0.9998272,0.0000754073,0.00002671646,0.000007470892,0.00004728247,0.00001598849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004056746,0.00003527338,0.03448055,0.0001080978,0.00001449946,0.000395093,0.0001600575,0.004700501,0.9248527,0.0002505345,0.0001581372,0.03443885],"study_design_scores_gemma":[0.00003998325,0.0003729297,0.3173759,0.00004316686,0.00006204834,0.002536212,0.0004129227,0.1003764,0.5756634,0.0003265402,0.002746086,0.00004443924],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793552,0.0001840999,0.01899978,0.00002317841,0.000002810632,0.00003424887,0.0003116506,0.0001199281,0.0009691251],"genre_scores_gemma":[0.9890589,0.0000804527,0.01023098,0.0000111097,0.000002125948,0.00001382187,0.0001302359,0.00001458458,0.0004577439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002570976,"threshold_uncertainty_score":0.005112052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02197356658428915,"score_gpt":0.2306305393018854,"score_spread":0.2086569727175963,"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."}}