{"id":"W4401905126","doi":"10.1007/978-3-031-61459-0_2","title":"Soils","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Soil water; Environmental science; Soil science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001221878,0.0008503575,0.0003093132,0.001165835,0.001029909,0.0022726,0.0006306156,0.0008155999,0.2682454],"category_scores_gemma":[0.0003012679,0.0002827966,0.0002071168,0.001301275,0.0004207513,0.001293068,0.001014631,0.0009817806,0.1744625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008822776,"about_ca_system_score_gemma":0.001021776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005169604,"about_ca_topic_score_gemma":0.01527461,"domain_scores_codex":[0.9998719,0.000009900155,0.000004171228,0.00002622498,0.00007173872,0.00001606568],"domain_scores_gemma":[0.9999197,0.000008183382,0.000004057978,0.00001481473,0.00003955627,0.00001369522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003987491,0.0000619484,0.0002658852,0.0002251542,0.000004346313,0.0001533093,0.0002310074,0.0006101713,0.004127291,0.07499064,0.4362154,0.4830749],"study_design_scores_gemma":[0.000001315832,0.000004783345,0.0001047773,0.00001964327,9.60425e-7,0.00005919197,0.00003284099,0.00005197957,0.0004334544,0.002471009,0.9968184,0.000001641779],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005644277,0.001599919,0.00251095,0.0004258994,0.0003405545,0.00002745474,0.0004731625,0.0004116953,0.9936459],"genre_scores_gemma":[0.002298066,0.0010462,0.0007379449,0.0001313379,0.00004024346,0.0000111371,0.0002371824,0.00007020211,0.9954276],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2682454,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072718267833827,"score_gpt":0.1872157182997926,"score_spread":0.1764885356214543,"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."}}