{"id":"W2883850438","doi":"10.1557/jmr.2018.218","title":"Modification of polyethylene tube surface in dielectric barrier discharge","year":2018,"lang":"en","type":"article","venue":"Journal of materials research/Pratt's guide to venture capital sources","topic":"Plasma Applications and Diagnostics","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Uniwersytet Warszawski; Division of Materials Research; University of Toronto","keywords":"Materials science; Polyethylene; Tube (container); Composite material; Dielectric; Surface modification; Dielectric barrier discharge; Chemical engineering; Optoelectronics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002687865,0.0001700845,0.0005439686,0.0005517365,0.0001032559,0.00008121036,0.0003510778,0.0001646039,0.0004760301],"category_scores_gemma":[0.002308689,0.0001304932,0.00009347758,0.0007149522,0.0002107937,0.0001754673,0.0001096601,0.0003387549,0.000109264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001635418,"about_ca_system_score_gemma":0.0002945311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001954787,"about_ca_topic_score_gemma":0.00003041015,"domain_scores_codex":[0.9970984,0.0002677319,0.001033418,0.0002330989,0.000916105,0.0004512226],"domain_scores_gemma":[0.9973289,0.0003667696,0.0003656531,0.000360966,0.001225931,0.0003517908],"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":[0.000741913,0.0003493737,0.001927325,0.00009047599,0.00005211356,0.00003095232,0.001146016,0.0000639416,0.9872178,0.0006642598,0.00730005,0.00041578],"study_design_scores_gemma":[0.001060457,0.001656238,0.02253326,0.0003022691,0.00004155078,0.0001043235,0.0008143572,0.00003778588,0.9559937,0.0004191056,0.01689483,0.000142168],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941165,0.001189662,0.0001510807,0.003269768,0.0002164247,0.0004965938,0.00007097674,0.00000930742,0.0004796815],"genre_scores_gemma":[0.9969468,0.0004154237,0.001285779,0.0001043289,0.0007452621,0.00001449905,0.00001424825,0.0000306399,0.0004430877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03122414,"threshold_uncertainty_score":0.532136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03205315950846169,"score_gpt":0.3609441829321706,"score_spread":0.3288910234237089,"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."}}