{"id":"W4200516320","doi":"10.1016/j.aej.2021.11.063","title":"Viability of a hybrid desalinisation system using concentrated photovoltaics receivers to power seawater desalination","year":2021,"lang":"en","type":"article","venue":"Alexandria Engineering Journal","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"National Plan for Science, Technology and Innovation; King Abdulaziz City for Science and Technology","keywords":"Desalination; Environmental science; Photovoltaic system; Process engineering; Photovoltaics; Seawater; Electricity generation; Renewable energy; Electricity; Power (physics); Environmental engineering; Electrical engineering; Engineering; Chemistry; Physics","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":[0.00102386,0.0001936024,0.0003112458,0.0001829644,0.00009323604,0.00010042,0.0001597359,0.00008767039,0.0001727306],"category_scores_gemma":[0.0005168602,0.0002009862,0.0001179303,0.0004263066,0.00002172344,0.0002538474,0.00003251676,0.0002549275,0.00001208051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004921586,"about_ca_system_score_gemma":0.0001606043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005660587,"about_ca_topic_score_gemma":0.00000233464,"domain_scores_codex":[0.9980867,0.0002932913,0.0006880718,0.0002649109,0.0003534379,0.0003135764],"domain_scores_gemma":[0.9983894,0.0001391846,0.0002160372,0.0003161027,0.0007297947,0.0002094651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005364689,0.0000404522,0.002601546,0.00007861991,0.000102173,0.00005681567,0.0006869303,0.3207356,0.6745112,0.0008159694,0.00003956063,0.0002774817],"study_design_scores_gemma":[0.0009174057,0.00006158553,0.003691168,0.0002195431,0.00007674113,0.0007199149,0.0003549831,0.121086,0.8696896,0.00006306151,0.002817377,0.0003025882],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7312327,0.00005174032,0.2672651,0.00003714265,0.001051553,0.0001245745,0.000007324902,0.00008133686,0.0001485619],"genre_scores_gemma":[0.8891658,0.000006935459,0.110588,0.00002539728,0.0001132183,0.000005172617,0.0000173379,0.0000408253,0.00003731141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1996496,"threshold_uncertainty_score":0.8195978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02271727569931775,"score_gpt":0.2635563535226189,"score_spread":0.2408390778233011,"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."}}