{"id":"W4382051226","doi":"10.1016/j.snb.2023.134211","title":"Capacitive polymer sensors: Factors influencing performance and design principles","year":2023,"lang":"en","type":"article","venue":"Sensors and Actuators B Chemical","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Capacitive sensing; Materials science; Dielectric; Polymer; Dielectric spectroscopy; Analyte; Polarization (electrochemistry); Nanotechnology; Optoelectronics; Conductive polymer; Electrical engineering; Electrode; Chemistry; Electrochemistry; Engineering","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":[0.00330712,0.0006792979,0.0005883996,0.0004124183,0.0004750979,0.001561451,0.0009322509,0.001178668,0.001341792],"category_scores_gemma":[0.01294332,0.0009282014,0.000273344,0.0005362894,0.0006126717,0.002289196,0.0005645135,0.0009171059,0.00109605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004318486,"about_ca_system_score_gemma":0.0004445753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002965969,"about_ca_topic_score_gemma":0.0005774153,"domain_scores_codex":[0.9969401,0.0007455233,0.0001794572,0.0004609716,0.001431754,0.0002422424],"domain_scores_gemma":[0.9937618,0.004503476,0.0003598056,0.0002699697,0.000991301,0.0001135609],"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":[0.0001985167,0.00006494914,0.001661014,0.0003427223,0.00002649794,0.00006816356,0.00009788052,0.00183138,0.9772291,0.0006816737,0.0005002999,0.01729782],"study_design_scores_gemma":[0.00001863576,0.0003921887,0.003876522,0.00001874779,0.00005578177,0.0005007647,0.00006630746,0.00699818,0.9827556,0.0005715851,0.004716115,0.00002965928],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7437804,0.0118518,0.2294988,0.002135457,0.0002383349,0.0004696019,0.000500394,0.0006365768,0.01088854],"genre_scores_gemma":[0.9476162,0.003498297,0.04565766,0.000378779,0.0001444012,0.0001504994,0.0002531426,0.0002290991,0.002072135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00330712,"threshold_uncertainty_score":0.01748991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02622960338704195,"score_gpt":0.2260222114665438,"score_spread":0.1997926080795019,"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."}}