{"id":"W2095077485","doi":"10.5194/hessd-7-6057-2010","title":"Impact of controlled changes in grain size and pore space characteristics on the hydraulic conductivity and spectral induced polarization response of \"proxies\" of saturated alluvial sediments","year":2010,"lang":"en","type":"article","venue":"","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Hydraulic conductivity; Grain size; Compaction; Geology; Sedimentary rock; Soil science; Alluvium; Induced polarization; Alluvial plain; Quartz; Mineralogy; Geomorphology; Electrical resistivity and conductivity; Geochemistry; Soil water; 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":[0.0006970127,0.0001048734,0.000348104,0.00006491198,0.0000275203,0.00000945919,0.00006093879,0.00007849814,0.0001394104],"category_scores_gemma":[0.001400465,0.00005648195,0.0000355871,0.0002667876,0.0001257002,0.00005326507,0.000008472855,0.0001896488,3.762357e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001637579,"about_ca_system_score_gemma":0.00003758107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002307295,"about_ca_topic_score_gemma":0.0005317772,"domain_scores_codex":[0.9990166,0.000377317,0.0001871669,0.0001338079,0.0001410089,0.0001440735],"domain_scores_gemma":[0.9981232,0.001508638,0.0001704792,0.00009464201,0.00004428637,0.00005875386],"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":[0.004758941,0.00008166571,0.1696389,0.00001026579,0.00003205062,0.000001255632,0.0002701396,0.000001956995,0.8182875,0.0001124297,0.000002193252,0.00680268],"study_design_scores_gemma":[0.001105625,0.001253392,0.951347,0.000007057133,0.00001106903,0.00000160337,0.0000251532,0.001658531,0.04379276,0.0007376924,0.0000010997,0.00005902987],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988365,0.000009346172,0.000003237597,0.0006718784,0.000051024,0.000301955,0.0000469739,0.000004172403,0.00007490722],"genre_scores_gemma":[0.9997078,0.000005055389,0.0001768128,0.00003903082,0.00001970814,6.872539e-7,0.000009149207,0.000001672747,0.0000400769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7817081,"threshold_uncertainty_score":0.3487956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01462788478156031,"score_gpt":0.2562374142164739,"score_spread":0.2416095294349137,"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."}}