{"id":"W4386021846","doi":"10.22541/essoar.169264778.88321360/v1","title":"Future pathways of water, energy, and food in the Eastern Nile Basin","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"","keywords":"Hydropower; Upstream (networking); Nexus (standard); Water scarcity; Water resources; Scarcity; Food security; Context (archaeology); Natural resource economics; Climate change; Downstream (manufacturing); Geography; Business; Resource (disambiguation); Environmental protection; Water resource management; Environmental resource management; Environmental science; Ecology; Economics; Agriculture; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003024399,0.0002818477,0.0003293066,0.00005767333,0.0000729237,0.0000315848,0.0005513406,0.00018707,0.0001584056],"category_scores_gemma":[0.000006311104,0.000151844,0.00007962821,0.0001039849,0.0001939782,0.00005815513,0.003289055,0.0001888222,0.00003781569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005374422,"about_ca_system_score_gemma":0.000006233852,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007346793,"about_ca_topic_score_gemma":0.02206366,"domain_scores_codex":[0.9982963,0.00013238,0.0003111665,0.0005317665,0.0003814526,0.0003469003],"domain_scores_gemma":[0.9993045,0.00005054536,0.0000748902,0.0005200979,0.000005932386,0.00004406847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003645758,0.003293969,0.3659617,0.002097847,0.001557719,0.000533884,0.15765,0.01048368,0.03065179,0.2024563,0.1493579,0.07559056],"study_design_scores_gemma":[0.001774331,0.001042218,0.1648286,0.0003606375,0.0001498608,0.00003265392,0.01419642,0.002750191,0.06389434,0.680483,0.06826964,0.002218048],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8241642,0.0006230152,0.0003685234,0.006606167,0.001228171,0.0004626085,0.0002751477,0.0001728158,0.1660994],"genre_scores_gemma":[0.997051,0.00009866833,0.0001578937,0.0002779985,0.0001222891,0.00008721864,0.00003024653,0.00002752325,0.002147149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4780268,"threshold_uncertainty_score":0.9992633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02914089039137107,"score_gpt":0.2039072832345195,"score_spread":0.1747663928431484,"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."}}