{"id":"W2891898264","doi":"10.1002/admt.201800229","title":"Stress Testing Polymer Light‐Emitting Electrochemical Cells: Suppression of Voltage Drift and Black Spot Formation","year":2018,"lang":"en","type":"article","venue":"Advanced Materials Technologies","topic":"Organic Light-Emitting Diodes Research","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electrolyte; Black spot; Materials science; Luminance; Voltage; Cathode; Stress (linguistics); Carbon black; Degradation (telecommunications); Optoelectronics; Electrode; Analytical Chemistry (journal); Composite material; Chemistry; Optics; Electrical engineering; Chromatography; Physics; Engineering; Natural rubber","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003614032,0.0003376464,0.0003422221,0.000212605,0.0001457677,0.0002920484,0.0002896862,0.0003358692,0.0006571534],"category_scores_gemma":[0.0006939648,0.0001310069,0.0001684409,0.0002024234,0.0002024846,0.0003253874,0.0001823471,0.0002435689,0.0001296918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002216058,"about_ca_system_score_gemma":0.0001526925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004243263,"about_ca_topic_score_gemma":0.0006633985,"domain_scores_codex":[0.9997594,0.00003125949,0.00002102379,0.00004857766,0.0001020662,0.00003775439],"domain_scores_gemma":[0.999566,0.0001299048,0.00008508403,0.00003468542,0.0001448723,0.00003935467],"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":[0.00006464347,0.00001111321,0.0004587521,0.00002417018,0.000004412064,0.00002392676,0.00002169156,0.0001453211,0.9966195,0.0000175002,0.00001529727,0.002593631],"study_design_scores_gemma":[0.000003085287,0.0001710869,0.00121796,0.000001732864,0.000004655998,0.00003381247,0.0000150651,0.0008579565,0.9975358,0.00001235003,0.0001425405,0.000003852275],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954121,0.0003988832,0.003747153,0.00002676668,0.00001193546,0.00001679274,0.00008625883,0.00005649299,0.0002435722],"genre_scores_gemma":[0.9965581,0.0002841614,0.002540828,0.00001489811,0.000005028493,0.00001691936,0.00007482369,0.00001183641,0.0004934896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006571534,"threshold_uncertainty_score":0.002198339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007815208647461274,"score_gpt":0.2294456828587007,"score_spread":0.2216304742112394,"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."}}