{"id":"W7125251221","doi":"10.18280/mmep.121218","title":"Harvesting Energy from Roadways for Smart and Sustainable Cities","year":2025,"lang":"","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Energy (signal processing); Sustainable energy; Sustainability; Renewable energy; Efficient energy use; Energy consumption","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003101421,0.0003696872,0.0005438314,0.0004389068,0.0005599996,0.001689296,0.0007900176,0.001685558,0.00483189],"category_scores_gemma":[0.0008223679,0.0003969362,0.0005485799,0.0007415137,0.001358255,0.00250272,0.001049991,0.001001964,0.0005173708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001159824,"about_ca_system_score_gemma":0.0006572069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002909419,"about_ca_topic_score_gemma":0.00473567,"domain_scores_codex":[0.9998763,0.00003470122,0.000004193411,0.00002321714,0.00004321022,0.00001830936],"domain_scores_gemma":[0.9998455,0.00008835477,0.00001796905,0.0000154893,0.00002229489,0.00001035878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001574993,0.00004265356,0.0004506285,0.0001671592,0.00002214598,0.0001646316,0.0001068358,0.3868197,0.005030957,0.5901228,0.004293033,0.01276378],"study_design_scores_gemma":[0.000007684388,0.00001086774,0.0003238173,0.00002907515,0.000008685864,0.00008056116,0.0002008908,0.6465721,0.001101803,0.3424063,0.009238859,0.00001945559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.113805,0.006825379,0.7597426,0.0109177,0.0008016268,0.00009680052,0.0003186833,0.0001607824,0.1073315],"genre_scores_gemma":[0.8912412,0.005745032,0.02927041,0.0004065947,0.0002687034,0.0001126944,0.0001624856,0.0001333895,0.07265948],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00483189,"threshold_uncertainty_score":0.01616424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01216168864959388,"score_gpt":0.1860008319704251,"score_spread":0.1738391433208313,"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."}}