{"id":"W4402249120","doi":"10.37256/jeee.3220245201","title":"Sizing Optimization and Economic Modeling of a Stand-alone Hybrid Power System for Supplying RO System in MacCallum","year":2024,"lang":"en","type":"article","venue":"Journal of Electronics and Electrical Engineering","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Sizing; Power (physics); System optimization; Computer science; Mathematical optimization; Chemistry; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005643821,0.0001639879,0.0004788651,0.0004099332,0.00003674616,0.00008028922,0.00007955052,0.0000897312,0.000001001591],"category_scores_gemma":[0.00003300414,0.0001441074,0.0000965076,0.0001728749,0.000005633701,0.0001755954,0.00001859046,0.0002274346,7.081098e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000558903,"about_ca_system_score_gemma":0.0001547296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009424172,"about_ca_topic_score_gemma":0.00001211674,"domain_scores_codex":[0.9986048,0.00002070132,0.0007078595,0.0001771208,0.0001190874,0.0003704656],"domain_scores_gemma":[0.9995044,0.0001493587,0.0001277454,0.00006961094,0.00005332611,0.00009556532],"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":[0.00004230511,0.000007320876,0.000007235616,0.000502202,0.0001036871,0.00002088296,0.00004285278,0.9686688,0.003390476,0.02634023,0.00000542147,0.0008686],"study_design_scores_gemma":[0.000551979,0.0002274447,0.00000175363,0.0009022033,0.00004452244,0.0003997061,0.00005496481,0.9952673,0.001590472,0.00004211089,0.0007721822,0.000145381],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2664731,0.08235274,0.6502094,0.00003058873,0.0005590684,0.0001587667,0.000005281178,0.00005503124,0.0001560108],"genre_scores_gemma":[0.9975741,0.0007372354,0.001475611,0.000001744896,0.0001479412,0.000007460224,0.0000016062,0.00004228507,0.00001205159],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7311009,"threshold_uncertainty_score":0.5876531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004467759156368476,"score_gpt":0.1906682319258947,"score_spread":0.1862004727695263,"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."}}