{"id":"W4404729468","doi":"10.1016/j.energy.2024.133973","title":"A comprehensive study of optimizing renewable energy-water-heat integration for isolated islands in Persian Gulf","year":2024,"lang":"en","type":"article","venue":"Energy","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Persian; Renewable energy; Environmental science; Petroleum engineering; Oceanography; Engineering; Geology; Electrical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002705362,0.0004506993,0.000413482,0.0003357402,0.0003324886,0.0007275569,0.0003680445,0.0003359186,0.001507321],"category_scores_gemma":[0.0003578815,0.0001746564,0.0004022758,0.0004609008,0.0001705479,0.0003683667,0.0002586677,0.000232099,0.00006985005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001120974,"about_ca_system_score_gemma":0.00113146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0459113,"about_ca_topic_score_gemma":0.06095778,"domain_scores_codex":[0.9999292,0.00001790334,0.00000289532,0.00001099045,0.00002044345,0.00001851052],"domain_scores_gemma":[0.9998986,0.00004358387,0.00001014848,0.000005407446,0.00003483516,0.000007485518],"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":[0.0001265534,0.0001245922,0.0109198,0.0002273062,0.0001297216,0.0005027526,0.00008552399,0.9581459,0.005650174,0.002695317,0.0009522224,0.02044011],"study_design_scores_gemma":[0.00003658489,0.000297381,0.02669377,0.00003665246,0.0001813246,0.00007562152,0.00090363,0.962402,0.004959641,0.00146451,0.002930035,0.00001883773],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850606,0.0004792615,0.004747778,0.0001117058,0.0000154128,0.00004004187,0.0001535761,0.00002879804,0.009362814],"genre_scores_gemma":[0.99791,0.0001365155,0.0009769808,0.000009866238,0.000002216623,0.000007033352,0.00006255358,0.000006812838,0.0008879665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0459113,"threshold_uncertainty_score":0.09128815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0176495940656718,"score_gpt":0.2470694041440789,"score_spread":0.2294198100784071,"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."}}