{"id":"W7118967761","doi":"10.18280/ijsdp.201138","title":"Renewable Energy and Artificial Intelligence: Smart Energy Management Models for Developing Cities","year":2025,"lang":"","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mustansiriyah University","keywords":"Renewable energy; Energy management; Energy engineering; Energy (signal processing); Energy development; Smart city; Key (lock)","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":[0.0004901506,0.0003092739,0.0003842033,0.001349338,0.0003263085,0.0004744362,0.0003887922,0.0001755349,0.000008018427],"category_scores_gemma":[0.00006482506,0.0003233956,0.00007026628,0.000253184,0.00009146551,0.0005521202,0.0003738108,0.0001433012,8.958995e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000431583,"about_ca_system_score_gemma":0.0003014105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001349934,"about_ca_topic_score_gemma":0.00002819116,"domain_scores_codex":[0.9979436,0.00001689866,0.000971443,0.0002431366,0.0003339646,0.0004909142],"domain_scores_gemma":[0.9986308,0.0002165532,0.0002537093,0.00007988627,0.000756412,0.00006263183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003097226,0.00002559258,0.0002916727,0.0005629927,0.001662773,0.0006827178,0.0031635,0.05491646,0.0000122383,0.7723498,0.003121144,0.1629014],"study_design_scores_gemma":[0.0006473789,0.00009093159,0.0002605876,0.002392438,0.00012882,0.00009749177,0.1552938,0.04251201,0.01263469,0.5100972,0.2751614,0.0006832583],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03568349,0.01184676,0.9441853,0.0008764687,0.001882573,0.0001290176,0.000005070792,0.00004978263,0.005341506],"genre_scores_gemma":[0.9413549,0.006188745,0.04479203,0.0002351831,0.0002586758,0.00004671132,0.0000184142,0.00003084105,0.007074532],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9056714,"threshold_uncertainty_score":0.9999218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02225714750893724,"score_gpt":0.2470762092305806,"score_spread":0.2248190617216434,"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."}}