{"id":"W2044998447","doi":"10.4141/cjss07021","title":"Aggregate slaking during rapid wetting: Hydrophobicity and pore occlusion","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Loam; Wetting; Soil water; Aggregate (composite); Soil structure; Contact angle; Soil science; Chemistry; Environmental science; Materials science; Composite material","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0002821996,0.0001000535,0.0001287755,0.0003530183,0.0005902797,0.00006516869,0.0002512506,0.00004488288,0.00001841297],"category_scores_gemma":[0.0000793674,0.00008961403,0.00003351495,0.0005342702,0.0003579753,0.0004380567,0.00001588313,0.0002622445,0.0000030158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001744547,"about_ca_system_score_gemma":0.0005154609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001004367,"about_ca_topic_score_gemma":0.00241274,"domain_scores_codex":[0.9990755,0.000008491042,0.0002034253,0.000109942,0.0002145196,0.0003880607],"domain_scores_gemma":[0.9990469,0.00001302862,0.00006869225,0.00009483485,0.0001036559,0.0006729268],"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":[0.00005095901,0.00002799278,0.3681055,0.0002649611,0.0001061323,0.02577831,0.02355503,0.1193805,0.3763635,0.0002132414,0.003236293,0.08291754],"study_design_scores_gemma":[0.001408792,0.0001516169,0.75837,0.0007872058,0.00003113721,0.02433954,0.0006408694,0.05954914,0.149541,0.0002705335,0.00398698,0.0009232196],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957728,0.001374427,0.00002046797,0.0001082988,0.0005415729,0.00002209772,0.000001545545,0.00001850912,0.002140316],"genre_scores_gemma":[0.9994084,0.0002092859,0.0001712597,0.00004353328,0.0001257868,1.553564e-7,1.682597e-7,0.000009808817,0.00003162205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3902644,"threshold_uncertainty_score":0.4540014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008750454526309103,"score_gpt":0.181025791369897,"score_spread":0.172275336843588,"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."}}