{"id":"W4410132801","doi":"10.1016/j.aiepr.2025.04.001","title":"Advances in lead-free flexible piezoelectric materials for energy and evolving applications","year":2025,"lang":"en","type":"article","venue":"Advanced Industrial and Engineering Polymer Research","topic":"Ferroelectric and Piezoelectric Materials","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Providence Health Care","keywords":"Lead (geology); Piezoelectricity; Materials science; Energy (signal processing); Energy harvesting; Engineering physics; Computer science; Nanotechnology; Engineering; Composite material; Physics; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005243329,0.0006631472,0.0004996998,0.0007409744,0.0002602212,0.00065898,0.0005515949,0.0008123143,0.004417277],"category_scores_gemma":[0.0004220768,0.0003770552,0.0004530095,0.0008088486,0.0003152282,0.001690259,0.0006848335,0.001200181,0.001578188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003182355,"about_ca_system_score_gemma":0.0004981884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002347519,"about_ca_topic_score_gemma":0.0004944481,"domain_scores_codex":[0.9997526,0.00003207515,0.0000262076,0.00004579881,0.0001099578,0.00003330901],"domain_scores_gemma":[0.9998399,0.00007916091,0.00002597826,0.000008778477,0.00003543345,0.00001072593],"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":[0.0001079303,0.0001213407,0.0002779292,0.03019488,0.00009925033,0.001227241,0.0003126986,0.002446446,0.2690684,0.05715741,0.0143605,0.624626],"study_design_scores_gemma":[0.00001806324,0.0002010576,0.0003857684,0.001040295,0.0000726373,0.00136568,0.00007445478,0.0009540233,0.05616883,0.007087732,0.9325979,0.00003355325],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0060781,0.9563901,0.01688824,0.00135071,0.00143337,0.00003943393,0.0001095804,0.0001010306,0.01760946],"genre_scores_gemma":[0.05185267,0.9240685,0.01270477,0.0008811457,0.0007174397,0.00008892341,0.000167925,0.00004138337,0.009477271],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004417277,"threshold_uncertainty_score":0.01477724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0300539628370879,"score_gpt":0.3095799580450138,"score_spread":0.2795259952079259,"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."}}