{"id":"W4396935971","doi":"10.1016/j.surfin.2024.104481","title":"Solvent-doped PEDOT:PSS: Structural transformations towards enhanced electrical conductivity and transferable electromagnetic shields","year":2024,"lang":"en","type":"article","venue":"Surfaces and Interfaces","topic":"Conducting polymers and applications","field":"Materials Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Western Economic Diversification Canada; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; University of British Columbia; Government of Saskatchewan; Canada Research Chairs; National Research Council Canada; Canada Foundation for Innovation; University of Saskatchewan; Canadian Light Source","keywords":"Materials science; Doping; Shields; PEDOT:PSS; Electrical resistivity and conductivity; Solvent; Conductivity; Organic solvent; Electromagnetic shielding; Chemical engineering; Composite material; Polymer; Optoelectronics; Organic chemistry; Physical chemistry; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001684406,0.0001838028,0.000214839,0.00006095996,0.0002675381,0.0004350843,0.0001183281,0.00007400099,0.0005251342],"category_scores_gemma":[0.00001209621,0.0001460819,0.00004038288,0.0001864527,0.0001702005,0.0004914702,0.00002486232,0.0001941193,0.00001633669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001888711,"about_ca_system_score_gemma":0.00006301497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000273457,"about_ca_topic_score_gemma":0.0001621238,"domain_scores_codex":[0.9988808,0.00004787619,0.0002432769,0.0003809053,0.0001341319,0.000313025],"domain_scores_gemma":[0.9996535,0.00008080104,0.00002522819,0.0001184811,0.00003018616,0.00009176946],"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":[0.00001524318,0.00001191362,0.00001068199,0.00005893947,0.00001344149,6.14154e-7,0.001832935,0.000009726496,0.9870633,0.0008346729,0.0001096979,0.01003878],"study_design_scores_gemma":[0.0001727599,0.0002850994,0.0002615798,0.00003905698,0.00004303945,0.00002520041,0.0004611369,0.002686681,0.9935749,0.001224678,0.001014672,0.0002112606],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889832,0.00729491,0.0009116463,0.001366541,0.0002569984,0.000230179,0.00004759704,0.0001478063,0.0007611268],"genre_scores_gemma":[0.998272,0.0006375611,0.0003672817,0.00003387974,0.00004396746,0.00003033636,0.000006100105,0.00001366671,0.000595189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009827517,"threshold_uncertainty_score":0.5957049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01499428159578242,"score_gpt":0.2719098272261278,"score_spread":0.2569155456303454,"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."}}