{"id":"W4399195097","doi":"10.1111/ejss.13502","title":"Derivation of physically based soil hydraulic parameters in New Zealand by combining soil physics and hydropedology","year":2024,"lang":"en","type":"article","venue":"European Journal of Soil Science","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Universidad de Granada; University of Exeter; National Institute of Water and Atmospheric Research; Manaaki Whenua","keywords":"Pedotransfer function; Soil water; Water content; Soil science; Environmental science; Hydrology (agriculture); Classification of discontinuities; Soil physics; Hydraulic conductivity; Geology; Geotechnical engineering; Mathematics","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":[0.000727469,0.000122801,0.0001940662,0.0001629526,0.00003718894,0.00009244823,0.0002519849,0.00001897554,0.00000198141],"category_scores_gemma":[0.00006701142,0.0001040079,0.00004418589,0.0006910161,0.0002264379,0.0004047719,0.00002989586,0.0003050536,0.000006234977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003618195,"about_ca_system_score_gemma":0.0001382661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003029126,"about_ca_topic_score_gemma":0.000007475025,"domain_scores_codex":[0.9989285,0.00007701242,0.0003505297,0.0001518803,0.0002647796,0.0002272654],"domain_scores_gemma":[0.9995424,0.00008963162,0.00008922562,0.00009915195,0.00005001987,0.0001296385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004341049,0.00006933088,0.002439822,0.0001043477,0.00004143561,0.0001789736,0.002463081,0.5269396,0.3202286,0.0000956481,0.004730518,0.1426652],"study_design_scores_gemma":[0.001570757,0.0005398136,0.02043139,0.0008281393,0.0000414026,0.00008510357,0.0001161701,0.8711837,0.1030223,0.0005912741,0.001198948,0.0003910665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943139,0.0003825927,0.003365472,0.0002387619,0.0003835878,0.00002536936,0.00000136315,0.000034006,0.001254939],"genre_scores_gemma":[0.9991935,0.00007684177,0.0005074274,0.00007116067,0.00008556515,1.639235e-7,9.625393e-7,0.00002129313,0.00004302471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.344244,"threshold_uncertainty_score":0.4241318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01214366582259561,"score_gpt":0.2107182100244707,"score_spread":0.1985745442018751,"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."}}