{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001597937,0.0003851512,0.0004027609,0.00009340803,0.0001517327,0.00005621337,0.0001285659,0.0002865128,0.00007670187],"category_scores_gemma":[0.0003635121,0.0003281051,0.0000885587,0.0003288753,0.0003064506,0.0001604353,0.0001339465,0.0004554294,0.00003646676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004753367,"about_ca_system_score_gemma":0.00002003735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001694243,"about_ca_topic_score_gemma":1.483092e-7,"domain_scores_codex":[0.9981628,0.00002591821,0.0003560653,0.0005297543,0.0003012147,0.0006242641],"domain_scores_gemma":[0.9987478,0.0005148277,0.00006959814,0.0002125704,0.00004491501,0.0004103448],"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":[0.0001155702,0.00004239833,0.005815951,0.0003390588,0.0001968044,0.00006209296,0.003882479,0.0006726847,0.9863638,0.0007630024,0.0003280675,0.001418064],"study_design_scores_gemma":[0.0003395896,0.00002463325,0.0009369581,0.00008031665,0.00005427677,0.00003476334,0.001272065,0.06211799,0.9341695,0.00005571235,0.000416477,0.0004976785],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986164,0.00005986387,0.0001084161,0.0001044603,0.0000356425,0.0001046804,0.00002364499,0.0003281863,0.0006187033],"genre_scores_gemma":[0.9979011,0.0001192146,0.0002534445,0.00005227772,0.0001441027,0.000005971076,0.00002301374,0.00004900426,0.001451881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06144531,"threshold_uncertainty_score":0.9999171,"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."}}