{"id":"W4405935104","doi":"10.1109/icrera62673.2024.10815252","title":"Hybrid Renewable Energy Systems and Their Optimization for Remote Community Applications","year":2024,"lang":"en","type":"article","venue":"","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Renewable energy; Computer science; Electrical engineering; Engineering","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":[0.0001286075,0.00008640471,0.00007781709,0.00006818703,0.00009115835,0.00009877279,0.00008120365,0.00002232102,0.00001018855],"category_scores_gemma":[0.000003065522,0.0000761436,0.00002013804,0.00009130622,0.0000103355,0.00007582243,0.00003523748,0.00004317005,0.000001578984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004384623,"about_ca_system_score_gemma":0.000004046652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001121557,"about_ca_topic_score_gemma":0.00009327014,"domain_scores_codex":[0.9996499,0.00001669247,0.0001087736,0.00008686692,0.00003273405,0.0001050084],"domain_scores_gemma":[0.9996228,0.00008638246,0.000005940691,0.0002361142,0.00001736794,0.00003137003],"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":[5.338544e-7,0.000003057006,3.841613e-7,0.0001779018,0.00003843229,1.305264e-7,0.00002042449,0.9782705,0.00006271931,0.004174088,0.01305,0.004201788],"study_design_scores_gemma":[0.00004073948,0.000006237628,0.000001064656,0.00001898843,0.000007956433,0.000002580697,0.00005902792,0.7852795,0.0006934501,0.0006465333,0.2131753,0.0000685585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001310704,0.001027888,0.9769442,0.00004000874,0.0002838581,0.0001688132,0.00001508981,0.0007172013,0.02067187],"genre_scores_gemma":[0.9760931,0.0005183991,0.01781808,0.00005788255,0.0002696162,0.000336772,0.0002214116,0.00007426537,0.004610489],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.975962,"threshold_uncertainty_score":0.3105046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01247966610861222,"score_gpt":0.2012654610556092,"score_spread":0.188785794946997,"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."}}