{"id":"W4297869227","doi":"10.5383/ijtee.05.02.008","title":"Present and Future Trend in the Production and Energy Consumption of Desalinated Water in GCC Countries","year":2012,"lang":"en","type":"article","venue":"International Journal of Sustainable Water and Environmental Systems","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Water consumption; Consumption (sociology); Energy consumption; Natural resource economics; Environmental science; Agricultural economics; Business; Economics; Water resource management; Macroeconomics; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005888609,0.0001190701,0.000163108,0.000112336,0.00006286778,0.00003742961,0.0001054632,0.00004840825,0.00003982016],"category_scores_gemma":[0.000003152096,0.00006372761,0.00001861334,0.00002503589,0.0002300123,0.0005986802,0.000192515,0.00007671487,8.321903e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001984859,"about_ca_system_score_gemma":0.000001526959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007327125,"about_ca_topic_score_gemma":0.00006547887,"domain_scores_codex":[0.9987878,0.0001170182,0.0003533295,0.0001248773,0.0003501941,0.0002667316],"domain_scores_gemma":[0.9997723,0.00002159851,0.00009547196,0.00005804639,0.000007963522,0.00004464832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000557736,0.0005553223,0.9213304,0.0001592637,0.000187226,0.0002071777,0.03312335,0.001230052,0.03686688,0.003443586,0.0005895079,0.001749513],"study_design_scores_gemma":[0.003150425,0.0005971071,0.6946129,0.0002610103,0.0001142142,0.003426708,0.1183836,0.0003814491,0.06844679,0.004191707,0.1057483,0.0006857663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965391,0.001507918,0.000009354908,0.00137076,0.0002270869,0.00007894645,0.000006312391,0.000001717493,0.0002587633],"genre_scores_gemma":[0.9987439,0.0006364464,0.000008234066,0.00002711037,0.0002316675,0.00001226805,0.000008941108,0.00000696974,0.0003244833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2267175,"threshold_uncertainty_score":0.2598737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006560595626943393,"score_gpt":0.1998493592834104,"score_spread":0.193288763656467,"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."}}