{"id":"W4416861309","doi":"10.1039/d5py00750j","title":"Highly stable PEDOT coatings realized <i>via</i> a simple yet robust charge regulation strategy","year":2025,"lang":"en","type":"article","venue":"Polymer Chemistry","topic":"Conducting polymers and applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Wuhan Institute of Technology; China Scholarship Council; National Natural Science Foundation of China","keywords":"PEDOT:PSS; Simple (philosophy); Stability (learning theory); Charge (physics); Polymer; Work (physics)","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":[0.0001551273,0.0004534232,0.0002209512,0.0001533691,0.0002253072,0.0006219533,0.0004848655,0.0005416937,0.0008788145],"category_scores_gemma":[0.0002213054,0.0002031188,0.0001931156,0.0001144748,0.0003805551,0.0005781243,0.0002996001,0.0006381056,0.0006470609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003319536,"about_ca_system_score_gemma":0.0002410776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000337117,"about_ca_topic_score_gemma":0.0005217402,"domain_scores_codex":[0.9998497,0.000009381074,0.00001469178,0.00004404512,0.00004789221,0.00003429161],"domain_scores_gemma":[0.9999125,0.00001296747,0.00003243727,0.00001427305,0.00001643527,0.00001137041],"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":[0.00001396185,0.000008930581,0.00002272005,0.00003986812,0.000002129775,0.00005302385,0.00001100116,0.00008357168,0.9961099,0.001282632,0.000144246,0.002227885],"study_design_scores_gemma":[0.000003122597,0.00002648715,0.00008585562,0.000001396312,0.000002076772,0.00006501453,0.000003551198,0.0005117219,0.9972268,0.0001069383,0.001963177,0.000004015088],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7483527,0.002314246,0.2172959,0.001463832,0.0007949586,0.0003634,0.0006975619,0.001733454,0.02698397],"genre_scores_gemma":[0.9515102,0.0006078422,0.04310703,0.0002636259,0.00005027781,0.00006601775,0.0001392763,0.00009436264,0.004161345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008788145,"threshold_uncertainty_score":0.002939939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01837558641033672,"score_gpt":0.2588429435828495,"score_spread":0.2404673571725128,"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."}}