{"id":"W4396898492","doi":"10.2139/ssrn.4827296","title":"A Comprehensive Evaluation of Satellite-Based and Reanalysis Soil Moistureproducts Over the Upper Blue Nile Basin, Ethiopia","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Soil Moisture and Remote Sensing","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Structural basin; Satellite; Geography; Environmental science; Hydrology (agriculture); Geology; Geomorphology; Physics; Geotechnical engineering","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00432953,0.0003534562,0.0004347404,0.0001348754,0.0002277597,0.0001223821,0.0003323191,0.0002890044,0.0000618532],"category_scores_gemma":[0.0001513786,0.0002305988,0.0003236094,0.0003451124,0.0003392854,0.00005046746,0.0004853487,0.004080643,0.00003127709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001464346,"about_ca_system_score_gemma":0.001315981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002625833,"about_ca_topic_score_gemma":0.009110365,"domain_scores_codex":[0.9958059,0.0006260335,0.0005038874,0.0006879253,0.001347151,0.001029077],"domain_scores_gemma":[0.9985288,0.0001338321,0.0004256873,0.0006793477,0.0001555814,0.00007669583],"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":[0.000263683,0.0002645105,0.02502666,0.0003453714,0.003264705,0.00002704564,0.00637271,0.122223,0.01120928,0.001664618,0.001506997,0.8278314],"study_design_scores_gemma":[0.00189365,0.0003522315,0.3741742,0.000746378,0.00758997,0.000708536,0.00443764,0.04364298,0.006458836,0.5491874,0.009386694,0.001421489],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669285,0.02658853,0.0001462022,0.002656506,0.000500131,0.0003875004,0.00000327638,0.00002339454,0.002765952],"genre_scores_gemma":[0.9943963,0.004412026,0.0001259844,0.0003027602,0.0003339136,0.000002718025,0.00001629295,0.00004123967,0.0003687089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8264099,"threshold_uncertainty_score":0.998217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01462662083845447,"score_gpt":0.263939888940748,"score_spread":0.2493132681022936,"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."}}