{"id":"W4316662445","doi":"10.5194/hess-2022-422","title":"MOIST: a MATLAB-based fully coupled one-dimensional isotope and soil water transport model","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Lysimeter; Isotope; Water transport; Environmental science; Deuterium; Soil water; Soil science; Water flow; Hydrology (agriculture); Geology; Physics; Geotechnical engineering; Nuclear physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002888388,0.0006112165,0.000482847,0.0002620034,0.000256475,0.0005274902,0.001342547,0.0006516994,0.004524624],"category_scores_gemma":[0.0008096794,0.0003233603,0.0005878628,0.0002457324,0.0002583707,0.0006544321,0.000752957,0.0006519824,0.0008529124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004406726,"about_ca_system_score_gemma":0.0009081418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00929666,"about_ca_topic_score_gemma":0.005036971,"domain_scores_codex":[0.9998789,0.00002551127,0.00001166998,0.00003128133,0.00003950614,0.00001321352],"domain_scores_gemma":[0.9997048,0.0001350713,0.00003477301,0.0000240213,0.00007633575,0.00002486554],"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":[0.00008177179,0.00005830016,0.001738766,0.00009390688,0.00005420674,0.000099344,0.00003514318,0.9762753,0.004134469,0.002960491,0.001623293,0.01284516],"study_design_scores_gemma":[0.00001272677,0.000007960117,0.0001045271,0.000001991491,0.000004426837,0.000006463493,0.000001759323,0.9981118,0.000588448,0.0003619183,0.0007942655,0.000003675275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1105374,0.0002846415,0.8599477,0.0002928159,0.0001350339,0.0001824122,0.002676946,0.01510156,0.01084152],"genre_scores_gemma":[0.7753958,0.0003707841,0.2082919,0.0001978624,0.00004900794,0.0007813706,0.003552933,0.0009479751,0.01041248],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00929666,"threshold_uncertainty_score":0.01848507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02830697375225054,"score_gpt":0.2074840040444509,"score_spread":0.1791770302922004,"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."}}