{"id":"W6903253985","doi":"10.1061/geosek.0000597","title":"From Alaska to Texas","year":2025,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Solmax (Canada)","funders":"","keywords":"Drainage; Permeability (electromagnetism); Subgrade; Soil water; Vadose zone","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000314801,0.0001290507,0.0001253645,0.00008135047,0.00002136221,0.00005119881,0.0001745265,0.00007516612,0.0003125074],"category_scores_gemma":[0.00001830228,0.0001255384,0.0000300553,0.00033813,0.00001024461,0.00007883604,0.00003167724,0.0001374016,0.002280335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002071317,"about_ca_system_score_gemma":0.00001665936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003752895,"about_ca_topic_score_gemma":0.00006864704,"domain_scores_codex":[0.999395,0.000005742505,0.0001377521,0.0001689927,0.00007318764,0.0002193392],"domain_scores_gemma":[0.9995644,0.00002945128,0.000005498824,0.0003014647,0.00002335797,0.00007582092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003324374,0.00003327414,0.003567101,0.00004693494,0.0001445858,0.00005284383,0.0001280623,0.005777959,0.0202336,0.0004997338,0.902496,0.06698669],"study_design_scores_gemma":[0.0006254131,0.00003283459,0.1804867,0.00009775756,0.00004223927,0.000002539401,0.00004166185,0.006417778,0.01524595,0.001308564,0.7953074,0.000391151],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7771707,0.0008973228,0.003817832,0.001603315,0.001782345,0.0002096603,0.000154121,0.000948919,0.2134158],"genre_scores_gemma":[0.9846931,0.00003325892,0.00171561,0.0008007357,0.0003118961,0.00001201632,0.0001369753,0.00002382379,0.01227257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2075224,"threshold_uncertainty_score":0.9984965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007611712711298179,"score_gpt":0.2188997557504613,"score_spread":0.2112880430391632,"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."}}