{"id":"W7162025681","doi":"10.82308/42235","title":"Regional Soil Moisture and Evapotranspiration Estimates for Quantifying Irrigation Water Demand","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Soil Moisture and Remote Sensing","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Evapotranspiration; Hydrology (agriculture); Irrigation; Dry season","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003993197,0.0005304602,0.0003764182,0.0009672813,0.0001008933,0.0005101621,0.0003937426,0.0004217604,0.001707496],"category_scores_gemma":[0.0007878833,0.0002387253,0.0004965817,0.001007698,0.00008336103,0.0006854946,0.0002809037,0.0002272209,0.0005388586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002563919,"about_ca_system_score_gemma":0.0003738897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005720374,"about_ca_topic_score_gemma":0.01032118,"domain_scores_codex":[0.9998572,0.00003043163,0.000009293823,0.00005567505,0.00002930958,0.00001802624],"domain_scores_gemma":[0.9998265,0.00005314962,0.00003274696,0.00002879873,0.0000490239,0.000009814772],"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":[0.0003663907,0.0001580926,0.1043208,0.0003970774,0.0004120739,0.0001498384,0.0001837656,0.5730422,0.09226609,0.002021431,0.002963005,0.2237193],"study_design_scores_gemma":[0.00002571333,0.00006606107,0.08160417,0.00002550072,0.00009010303,0.00006139128,0.00008053417,0.9006714,0.01301176,0.0008435507,0.003475438,0.00004432035],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7044278,0.001481894,0.2746725,0.0001703988,0.00004432967,0.00009353337,0.008578388,0.002989087,0.007542034],"genre_scores_gemma":[0.9515421,0.0003282371,0.04512969,0.00001600532,0.00001250165,0.00004170969,0.001911125,0.00007182992,0.0009467007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005720374,"threshold_uncertainty_score":0.01137418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02530141327304443,"score_gpt":0.2752422612439275,"score_spread":0.2499408479708831,"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."}}