{"id":"W3198564369","doi":"10.24043/isj.167","title":"Optimisation of hybrid renewable energy systems on islands: A review","year":2021,"lang":"en","type":"review","venue":"Island Studies Journal","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Renewable energy; Context (archaeology); Environmental economics; Energy supply; Fossil fuel; Population; Energy consumption; Renewable resource; Supply and demand; Computer science; Energy (signal processing); Environmental resource management; Environmental science; Natural resource economics; Engineering; Economics; Geography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001580321,0.001005505,0.006937985,0.0004945727,0.0003330415,0.0001371916,0.0006729611,0.0002241799,0.0001658889],"category_scores_gemma":[0.0006663339,0.0006855606,0.001532489,0.0006805381,0.0001000038,0.0001362289,0.0001912825,0.0006307964,0.00003218369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006038123,"about_ca_system_score_gemma":0.0007021459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001053346,"about_ca_topic_score_gemma":0.000430806,"domain_scores_codex":[0.9925907,0.001806703,0.003094872,0.0007052196,0.001109403,0.000693058],"domain_scores_gemma":[0.9944001,0.0006992361,0.002888811,0.0009779544,0.0008174652,0.0002164246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000165739,0.0001672372,0.000001107179,0.1098274,0.007866804,0.001381504,0.0001198784,0.02797728,4.771272e-7,0.000633805,0.4493656,0.4026424],"study_design_scores_gemma":[0.0003051709,0.000127923,1.285206e-8,0.2461239,0.001446178,0.003645391,0.0001256853,0.00003350362,0.000005346818,0.00003222219,0.7476727,0.0004818604],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[4.378787e-7,0.9697864,0.0002168347,0.00003217246,0.004126132,0.0003133171,0.00008361635,0.00004768078,0.0253934],"genre_scores_gemma":[0.0000284401,0.9788315,0.00004865896,0.00009125271,0.002321321,0.0001870234,0.000179681,0.0001542389,0.01815786],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4021606,"threshold_uncertainty_score":0.9995596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06999643032098699,"score_gpt":0.3354554876510666,"score_spread":0.2654590573300796,"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."}}