{"id":"W7117303008","doi":"10.1002/smll.202509645","title":"Dielectric Polarization‐Driven Energy Amplification in 2D Nanostructure‐Embedded PVC Gel TENGs for Tribo‐Resistive Sensing Applications","year":2025,"lang":"en","type":"article","venue":"Small","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Dielectric; Capacitive sensing; Triboelectric effect; Graphene; Polymer; Ion; Dissipation; Dissipation factor; Oxide","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006114664,0.0001533587,0.0001921531,0.0002227088,0.0001041461,0.00004006533,0.0001061166,0.000113725,0.000003150608],"category_scores_gemma":[0.0001179497,0.0001680522,0.00003981511,0.0004933638,0.00001995582,0.00006484675,0.00001527903,0.00006991525,0.000002173266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001116766,"about_ca_system_score_gemma":0.00003101791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006587927,"about_ca_topic_score_gemma":0.0001548503,"domain_scores_codex":[0.9991586,0.00002613567,0.000280803,0.0002352615,0.00005042845,0.0002487955],"domain_scores_gemma":[0.999476,0.0001446676,0.00004953678,0.0002101227,0.00008344823,0.0000361844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003871229,0.00002077165,0.0001595177,0.0001367824,0.00004603049,0.000001038821,0.0001554766,0.1353026,0.7946019,0.04478572,0.0001503805,0.02460103],"study_design_scores_gemma":[0.002343876,0.00005827252,0.01730288,0.0002220255,0.0001518927,0.000008967389,0.0002081034,0.2143741,0.6573998,0.04227585,0.06447616,0.001178077],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05643805,0.0001804326,0.9400948,0.00007137884,0.0002742499,0.000359907,0.00004282875,0.0003421546,0.002196162],"genre_scores_gemma":[0.9780093,0.00004047282,0.02043844,0.00009335966,0.000112261,0.0001202068,0.0002453601,0.00003816892,0.0009024501],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9215713,"threshold_uncertainty_score":0.6852968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009202572780646835,"score_gpt":0.2229742983944063,"score_spread":0.2137717256137595,"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."}}