{"id":"W4408561932","doi":"10.2139/ssrn.5183866","title":"Sustainable Electrification and Water Desalination with Distributed Renewable Energy Sources","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Electrification; Renewable energy; Desalination; Environmental science; Sustainable energy; Water desalination; Natural resource economics; Geothermal desalination; Business; Environmental economics; Environmental engineering; Electricity; Engineering; Economics; Electrical engineering; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002569873,0.0003641307,0.0003895125,0.0003100425,0.0002677612,0.000912425,0.0003016079,0.000901102,0.01088956],"category_scores_gemma":[0.0008504312,0.0001282109,0.000279096,0.0006124837,0.0005985199,0.002675906,0.000905133,0.0007097503,0.0005020093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003869396,"about_ca_system_score_gemma":0.000290258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006544121,"about_ca_topic_score_gemma":0.0007053539,"domain_scores_codex":[0.999878,0.00003814164,0.00000424821,0.00001791431,0.0000467028,0.0000148136],"domain_scores_gemma":[0.9998497,0.00009814134,0.00001205158,0.00001568494,0.00001707112,0.000007359302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004086299,0.0000513454,0.0003568972,0.0002224233,0.00003277111,0.0001301511,0.00005643191,0.02478921,0.001860799,0.9340235,0.005046656,0.03338899],"study_design_scores_gemma":[0.00001166666,0.00001285018,0.0002748506,0.00002836405,0.000006744941,0.00006489316,0.00007781092,0.03206494,0.001286041,0.9531068,0.01305937,0.000005718939],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2763217,0.03904001,0.162392,0.03092818,0.002719078,0.00005596822,0.0004854305,0.0001472594,0.4879104],"genre_scores_gemma":[0.9410159,0.01356129,0.006075616,0.0002772819,0.0004887098,0.00002740163,0.0001107739,0.00004533198,0.03839771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01088956,"threshold_uncertainty_score":0.03642923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004147645066918735,"score_gpt":0.1912742504879444,"score_spread":0.1871266054210256,"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."}}