{"id":"W3160652428","doi":"10.1002/app.50999","title":"Chemical oxidation of <scp>high‐density</scp> polyethylene: Surface energy, functionality, and adhesion to liquid epoxy","year":2021,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"High-density polyethylene; Adhesion; X-ray photoelectron spectroscopy; Contact angle; Polyethylene; Materials science; Surface energy; Epoxy; Fourier transform infrared spectroscopy; Composite material; Chemical engineering; Polymer chemistry; Surface modification","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":[0.001206425,0.0001461428,0.0003155599,0.0001429595,0.000174075,0.0001104938,0.0003972597,0.0000822658,0.00009807576],"category_scores_gemma":[0.0001477569,0.0001292608,0.00006105112,0.0008158021,0.0004405017,0.0003385488,0.0002362003,0.0001235755,0.00001912589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000695119,"about_ca_system_score_gemma":0.000486467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007921255,"about_ca_topic_score_gemma":0.000004702171,"domain_scores_codex":[0.9976758,0.00005725123,0.0005691913,0.0003761465,0.001037638,0.0002839714],"domain_scores_gemma":[0.9982717,0.000206453,0.0003405102,0.0003063112,0.0005462933,0.0003287344],"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":[0.00006072359,0.0000867575,0.0001168606,0.000008376795,0.000004381215,0.00000410284,0.000388173,0.00006158867,0.9948443,0.003959515,0.0001620947,0.0003031763],"study_design_scores_gemma":[0.000271823,0.00007941207,0.001785479,0.00002007898,0.00001561884,0.00006135554,0.0003513333,0.0000352248,0.9968677,0.000231958,0.0002117847,0.00006827436],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965268,0.0004688254,0.001346824,0.0005200558,0.0004586665,0.00004743262,0.000006049385,0.00001398939,0.0006113155],"genre_scores_gemma":[0.9964173,0.00003961086,0.002817416,0.0004858837,0.00008362009,0.000001212469,0.000001645225,0.000008854488,0.000144476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003727557,"threshold_uncertainty_score":0.5271104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01252520312529036,"score_gpt":0.2350722660388727,"score_spread":0.2225470629135823,"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."}}