{"id":"W2005269375","doi":"10.1680/geot.2004.54.3.179","title":"A new technique for rapid measurement of continuous soil moisture characteristic curves","year":2004,"lang":"en","type":"article","venue":"Géotechnique","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Saskatchewan; Massachusetts Institute of Technology","keywords":"Tensiometer (surface tension); Suction; Geotechnical engineering; Water content; Soil water; Curve fitting; Water retention curve; Capillary action; Porosity; Soil test; Tension (geology); Materials science; Soil science; Environmental science; Surface tension; Geology; Engineering; Composite material; Mathematics; Field capacity; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002861473,0.0002187681,0.0003349491,0.0001025256,0.00003094632,0.00001197165,0.0001964733,0.0002450669,0.00001872076],"category_scores_gemma":[0.00007163782,0.0002090223,0.0001226012,0.0002012021,0.00002541974,0.0000690404,0.00001682461,0.0002432432,0.000003635275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001234805,"about_ca_system_score_gemma":0.0000978446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001105862,"about_ca_topic_score_gemma":0.00003351273,"domain_scores_codex":[0.9990198,0.00001236428,0.0003160164,0.0001807389,0.0002058516,0.0002652412],"domain_scores_gemma":[0.999384,0.00001754678,0.00006542406,0.0002960697,0.0001497091,0.00008729038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003708169,0.00004570522,0.00001712633,0.0009047842,0.00007057936,0.000006816123,0.00008369967,0.000267888,0.9733105,0.0005492514,0.009940892,0.01476563],"study_design_scores_gemma":[0.0005303719,0.0001691184,0.0005157465,0.00119621,0.00004367352,0.00002623483,0.000006753083,0.00006857782,0.9860628,0.002425338,0.008642189,0.0003129321],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002167386,0.002266206,0.9912422,0.0003903847,0.0002273007,0.001531062,0.00004296764,0.001017725,0.001114738],"genre_scores_gemma":[0.9627491,0.0008901448,0.03494835,0.0001726569,0.0002015695,0.0008285553,0.00003508081,0.0000881083,0.00008643437],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9605817,"threshold_uncertainty_score":0.8523681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01195956197092479,"score_gpt":0.2052836961234777,"score_spread":0.1933241341525529,"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."}}