{"id":"W951681583","doi":"10.1520/gtj20140124","title":"Permeability Test Results With Packed Spheres and Non-Plastic Soils","year":2015,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Polytechnique Montréal","funders":"","keywords":"SPHERES; Hydraulic conductivity; Void ratio; Soil water; Hydrogeology; Permeability (electromagnetism); Log-normal distribution; Void (composites); Materials science; Particle size; Geotechnical engineering; Particle-size distribution; Mechanics; Mathematics; Soil science; Geology; Physics; Composite material; Statistics; Chemistry","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":[0.0004869418,0.0001956851,0.0002219476,0.00004781961,0.0001192162,0.000135943,0.0001453353,0.0001400095,0.000006636295],"category_scores_gemma":[0.005451957,0.0001414761,0.00002893271,0.0002937593,0.0001525969,0.0001507067,0.00004031539,0.0008766619,0.00001537947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007125049,"about_ca_system_score_gemma":0.00008379827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001265087,"about_ca_topic_score_gemma":0.00001176639,"domain_scores_codex":[0.9987906,0.00002161553,0.0003471354,0.0001960532,0.0002660006,0.0003785923],"domain_scores_gemma":[0.9982052,0.0009377821,0.00006591717,0.0001953898,0.0001934982,0.0004021997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000895519,0.0005055218,0.1434992,0.0003349253,0.0002549478,0.001681102,0.0009354298,0.6404664,0.01873445,0.00005449729,0.03142778,0.1612102],"study_design_scores_gemma":[0.007329606,0.0024968,0.2499645,0.001226391,0.0001693886,0.008227341,0.0006282501,0.7207102,0.001588381,0.004067229,0.002151212,0.001440729],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941672,0.00017601,0.002569009,0.0001206902,0.0002093616,0.00008051995,0.00001329661,0.0004681038,0.002195772],"genre_scores_gemma":[0.9914209,0.000009574442,0.008196415,0.000019648,0.0002957665,0.000003485664,0.000002216586,0.00002987885,0.00002214929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1597695,"threshold_uncertainty_score":0.6526895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02681191922877846,"score_gpt":0.2228863696260265,"score_spread":0.196074450397248,"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."}}