{"id":"W4390918261","doi":"10.3390/plasma7010004","title":"Polystyrene (PS) Degradation Induced by Nanosecond Electric Discharge in Air in Contact with PS/Water","year":2024,"lang":"en","type":"article","venue":"Plasma","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polystyrene; Degradation (telecommunications); Materials science; Nanosecond; Expanded polystyrene; Streamer discharge; Contact angle; Spark discharge; Microplastics; Analytical Chemistry (journal); Chemical engineering; Environmental chemistry; Chemistry; Polymer; Composite material; Laser; Electrode; Optics; Electronic 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":[0.0002076806,0.0001217996,0.0001152011,0.000143812,0.00002720059,0.00003715735,0.0001261507,0.000055443,0.0002013376],"category_scores_gemma":[0.000005653644,0.00008412625,0.00001856051,0.0003565133,0.00001255482,0.0002720257,0.00005021126,0.0001626244,0.0001992102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001538208,"about_ca_system_score_gemma":0.000004450099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000782729,"about_ca_topic_score_gemma":0.0009556063,"domain_scores_codex":[0.9990678,0.00003937561,0.0001697651,0.0002981241,0.000162496,0.0002624543],"domain_scores_gemma":[0.9997979,0.0000279167,0.00002014713,0.0001201651,0.000001175718,0.00003273994],"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":[0.00006203433,0.0001576254,0.1009905,0.00004195678,0.00001813952,0.00004143505,0.0004973715,0.000103917,0.8562236,0.0002450841,0.002904169,0.03871416],"study_design_scores_gemma":[0.00078871,0.0003868919,0.1027289,0.0001745459,0.0000167903,0.000008601877,0.00008799089,0.01137844,0.8732449,0.0004562361,0.01023097,0.0004969793],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932255,0.00003040277,0.0001092588,0.0003508433,0.00005100278,0.0002310901,0.000002774674,0.000100779,0.005898355],"genre_scores_gemma":[0.9983463,0.00002206718,0.0001225753,0.00006964902,0.000008396245,0.00004617848,0.00002636282,0.00001562913,0.00134285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03821718,"threshold_uncertainty_score":0.3430569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006173686170486564,"score_gpt":0.2093560933146585,"score_spread":0.203182407144172,"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."}}