{"id":"W4410292803","doi":"10.1117/12.3053302","title":"Ultrasonication accelerated curing of epoxy resin: monitoring through impedance measurement","year":2025,"lang":"en","type":"article","venue":"","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Epoxy; Curing (chemistry); Materials science; Sonication; Composite material; Electrical impedance; Focused Impedance Measurement; Chemistry; Electrical engineering; Chromatography; Engineering","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":[0.0003379777,0.0003840085,0.0002955567,0.0004533071,0.00009817998,0.0003109311,0.0003401985,0.0004965076,0.0006179034],"category_scores_gemma":[0.0006823003,0.0001941143,0.0001501104,0.0004177837,0.0002576583,0.0005185582,0.0003240096,0.0003821777,0.0003100029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00019503,"about_ca_system_score_gemma":0.0001334039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003050876,"about_ca_topic_score_gemma":0.0004793578,"domain_scores_codex":[0.9995678,0.0000659537,0.00002503057,0.00008698535,0.0002176857,0.00003646285],"domain_scores_gemma":[0.999658,0.0001084268,0.0001075454,0.00002432868,0.00008603677,0.00001574633],"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":[0.0000700143,0.0000156916,0.0006427199,0.00009308512,0.000004421698,0.00003488718,0.00005958373,0.000215459,0.9887405,0.00006835147,0.00005473251,0.01000048],"study_design_scores_gemma":[0.000007693874,0.0002884397,0.005243265,0.00001226471,0.00001929094,0.0001660323,0.00006597769,0.004975582,0.987713,0.00007009559,0.001420495,0.00001798148],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8433582,0.003939354,0.1488262,0.0001873736,0.0001144228,0.000118423,0.000376836,0.000782972,0.002296299],"genre_scores_gemma":[0.9471467,0.002813131,0.04706943,0.00008954191,0.00003868262,0.0000775033,0.0001681882,0.00005212792,0.002544689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006179034,"threshold_uncertainty_score":0.002067029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0541628610583665,"score_gpt":0.296119310460553,"score_spread":0.2419564494021865,"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."}}