{"id":"W4413887628","doi":"10.1007/s44290-025-00308-7","title":"Vibration-based energy harvesting in large-scale civil infrastructure: a comprehensive outlook of current technologies and future prospects","year":2025,"lang":"en","type":"article","venue":"Discover Civil Engineering","topic":"Innovative Energy Harvesting Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; Western University","funders":"","keywords":"Current (fluid); Civil infrastructure; Scale (ratio); Energy harvesting; Energy (signal processing); Vibration; Civil engineering; Engineering; Environmental science; Architectural engineering; Construction engineering; Computer science; Systems engineering; Electrical engineering; Physics; Acoustics; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001097264,0.0006860393,0.0007776001,0.001613674,0.0004338639,0.001803205,0.0006540499,0.001400586,0.003394502],"category_scores_gemma":[0.0008667916,0.0003967605,0.0007129381,0.001788297,0.0005743993,0.002884967,0.0009111406,0.001126633,0.001104554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005622454,"about_ca_system_score_gemma":0.00108967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006205997,"about_ca_topic_score_gemma":0.001216853,"domain_scores_codex":[0.9996791,0.00005489461,0.00002733593,0.00007064206,0.0001259548,0.00004215532],"domain_scores_gemma":[0.9993137,0.0004451002,0.00006115239,0.00001981051,0.0001358386,0.00002442106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007874725,0.0001291256,0.000944196,0.0310759,0.00008710459,0.0005097586,0.0004405465,0.00350853,0.0163067,0.03589802,0.01447135,0.89655],"study_design_scores_gemma":[0.00001148688,0.0003512296,0.001925072,0.009075022,0.000221311,0.001267268,0.0008653602,0.003627268,0.007821275,0.02894453,0.9457943,0.00009586052],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001769927,0.9887445,0.00333982,0.001010602,0.0002316895,0.00001265395,0.00003520366,0.00003221415,0.004823463],"genre_scores_gemma":[0.01084166,0.9854917,0.00186671,0.0003383343,0.0002238836,0.00002219428,0.00004708505,0.000009038648,0.00115934],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003394502,"threshold_uncertainty_score":0.01135576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005039242924152295,"score_gpt":0.2063309213950756,"score_spread":0.2012916784709233,"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."}}