{"id":"W4415818455","doi":"10.3390/en18215794","title":"Modeling and Optimization of a Hybrid Solar–Wind Energy System Using HOMER: A Case Study of L’Anse Au Loup","year":2025,"lang":"en","type":"article","venue":"Energies","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland","keywords":"Backup; Hybrid system; Renewable energy; Electricity; Photovoltaic system; Mains electricity; Greenhouse gas; Resource (disambiguation); Electricity generation; Power (physics)","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003652035,0.0003106592,0.0007388781,0.0005556739,0.0001938708,0.00004325241,0.0001935559,0.00008483371,0.000004820961],"category_scores_gemma":[0.00005175976,0.0003020172,0.00009649669,0.0005308032,0.00007955245,0.0002115341,0.000186359,0.00007656399,1.764646e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002199976,"about_ca_system_score_gemma":0.0002425003,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2466938,"about_ca_topic_score_gemma":0.006954957,"domain_scores_codex":[0.9976503,0.0003305712,0.0009198835,0.0004568034,0.000309992,0.0003325119],"domain_scores_gemma":[0.9987093,0.0001099732,0.0002820424,0.0005875536,0.0002318787,0.00007931889],"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":[0.00005445634,0.00016839,0.0005883798,0.0003249977,0.0003009144,0.0004728555,0.001170489,0.9918795,0.002346485,0.002010017,0.000005085138,0.000678468],"study_design_scores_gemma":[0.001173882,0.000108667,0.000002780696,0.0003802023,0.0001536834,0.00064203,0.02516137,0.9544346,0.01763402,0.00001686838,0.00005627348,0.0002356328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9436768,0.0009699392,0.05361346,0.000003656933,0.0004322204,0.0001408253,0.000009146659,0.0001012467,0.001052673],"genre_scores_gemma":[0.9979917,0.00003742133,0.001440377,0.000006511588,0.00009163637,0.00002251339,0.000008828325,0.00005155957,0.0003494434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2397389,"threshold_uncertainty_score":0.9999432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01771427303256371,"score_gpt":0.2421010097212014,"score_spread":0.2243867366886377,"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."}}