{"id":"W4414054176","doi":"10.1109/access.2025.3607516","title":"Optimal Photovoltaic Energy Allocation in Residential Renewable Energy Communities","year":2025,"lang":"en","type":"article","venue":"IEEE Access","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"HORIZON EUROPE Framework Programme; Ontario Ministry of Research and Innovation; Ontario Ministry of Research, Innovation and Science; European Commission; Ministerio de Ciencia, Innovación y Universidades","keywords":"Renewable energy; Software deployment; Remuneration; Photovoltaic system; Linear programming; Energy consumption; Production (economics); Electricity","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001160144,0.0001699364,0.000180185,0.0004623957,0.0000714292,0.0001607041,0.0006269449,0.00008567882,0.00007170551],"category_scores_gemma":[0.00000590318,0.0002030049,0.00004014849,0.0005656129,0.00003426989,0.0004405431,0.0001556138,0.00009322946,0.000003809279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001721271,"about_ca_system_score_gemma":0.00002892905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05520798,"about_ca_topic_score_gemma":0.05432735,"domain_scores_codex":[0.9990721,0.00005301564,0.0002878643,0.0001472865,0.0001524439,0.0002872878],"domain_scores_gemma":[0.9994,0.000057817,0.00002734026,0.0004461677,0.00003623804,0.0000323965],"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":[0.00001280492,0.00002241549,0.0005349534,0.00003837603,0.000048174,0.000007373329,0.00006299418,0.9541671,0.002621931,0.0009618801,0.04104441,0.0004775366],"study_design_scores_gemma":[0.0007753524,0.00001642769,0.003396249,0.0001604315,0.00003307862,0.00000144866,0.0002318046,0.6226139,0.2756875,0.00129753,0.09536777,0.0004185266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.539657,0.00124465,0.3489016,0.0001742116,0.005672074,0.0001661115,0.000006568751,0.0009640403,0.1032137],"genre_scores_gemma":[0.9960532,0.0004376751,0.0001832485,0.0002545138,0.0001353725,0.0001486459,0.00003633186,0.00003034029,0.00272067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4563962,"threshold_uncertainty_score":0.9629287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01414654876032352,"score_gpt":0.2456408191570515,"score_spread":0.231494270396728,"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."}}