{"id":"W2033762859","doi":"10.1520/gtj11097j","title":"A Cyclic Gradient Ratio Test Device","year":2002,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Dam Engineering and Safety","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydraulic head; Outflow; Inflow; Mechanics; Flow (mathematics); Flow conditions; Volumetric flow rate; Head (geology); Materials science; Geotechnical engineering; Geology; Physics","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":[0.0003027809,0.0001806641,0.0001864223,0.00009840455,0.0001641506,0.00009460147,0.0002388896,0.0001024971,0.0000817718],"category_scores_gemma":[0.001236075,0.0001688507,0.00008228093,0.0003837948,0.00003738842,0.0001167219,0.00003184881,0.0008533665,0.0001716818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009650337,"about_ca_system_score_gemma":0.000006785229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001514481,"about_ca_topic_score_gemma":4.176389e-7,"domain_scores_codex":[0.9988146,0.00001486941,0.0003819858,0.0001329278,0.0002201935,0.0004354106],"domain_scores_gemma":[0.9990962,0.0003689763,0.0000423646,0.0002055355,0.00005577623,0.0002311788],"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":[0.000001444543,0.0001128971,0.0007444451,0.00005729791,0.00004291763,0.0002287732,0.000114173,0.8878005,0.0170169,0.0001888662,0.01006953,0.08362229],"study_design_scores_gemma":[0.0003741249,0.0001173315,0.004071637,0.0001760192,0.00002597323,0.002360855,0.00000837583,0.9650558,0.0004376644,0.0003446456,0.02663942,0.0003881485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5187268,0.005694645,0.3926262,0.001988041,0.003221239,0.0005643881,0.00002846835,0.0108,0.06635024],"genre_scores_gemma":[0.9891862,0.0000840203,0.01008782,0.00006010196,0.0004050956,0.000006252977,8.110066e-7,0.00004398052,0.0001257434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4704594,"threshold_uncertainty_score":0.6885532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03384155167685114,"score_gpt":0.214095857752786,"score_spread":0.1802543060759348,"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."}}