{"id":"W2076948957","doi":"10.2136/sssaj2000.642478x","title":"Comparison of Tension Infiltrometer, Pressure Infiltrometer, and Soil Core Estimates of Saturated Hydraulic Conductivity","year":2000,"lang":"en","type":"article","venue":"Soil Science Society of America Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":258,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Infiltrometer; Loam; Hydraulic conductivity; Soil water; Tillage; Soil science; Chisel; Cracking; Mathematics; Chemistry; Mineralogy; Materials science; Geology; Agronomy; Composite material; Metallurgy","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":[0.0004002535,0.000216153,0.0006324131,0.0001298691,0.0001927409,0.00004480104,0.0003467558,0.0001178465,0.0001134758],"category_scores_gemma":[0.00009852397,0.0001780494,0.000184768,0.001281411,0.001948245,0.0005777914,0.00004930163,0.0004936971,0.000001809298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003364142,"about_ca_system_score_gemma":0.0001252938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001398248,"about_ca_topic_score_gemma":0.000001687174,"domain_scores_codex":[0.9981586,0.00002784686,0.0005781955,0.0002164559,0.0006319462,0.0003869044],"domain_scores_gemma":[0.9987922,0.0001358497,0.0003340809,0.0002251476,0.0003270418,0.0001856792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004388814,0.0001392652,0.01915219,0.0001904679,0.000178107,0.000001075751,0.003960612,0.05531794,0.8268935,0.000002189942,0.002774819,0.09134595],"study_design_scores_gemma":[0.0011862,0.0007833538,0.06367493,0.0003580383,0.0001810129,0.0001629659,0.002925653,0.6576373,0.2710581,0.0002832356,0.001266655,0.0004826082],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974089,0.001486283,0.0002931068,0.00006265171,0.0001878294,0.0000723986,0.00001830451,0.00004624283,0.0004243455],"genre_scores_gemma":[0.9912642,0.001088841,0.007539672,0.00003392338,0.0000347833,0.00000115963,0.000002854287,0.00001547416,0.00001914056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6023194,"threshold_uncertainty_score":0.7260643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02302660453183859,"score_gpt":0.2741605283040991,"score_spread":0.2511339237722606,"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."}}