{"id":"W141000040","doi":"10.1007/1-4020-5721-0_39","title":"Acoustic Imaging of Microstructure and Evaluation of the Adhesive’s Physical, Mechanical and Chemical Properties Changes at Different Cure States","year":2007,"lang":"en","type":"book-chapter","venue":"Acoustical imaging","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Adhesive; Materials science; Thermosetting polymer; Microstructure; Composite material; Epoxy; Elastic modulus; Characterization (materials science); Acoustic microscopy; Viscoelasticity; Nanotechnology; Microscopy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001806181,0.0004415609,0.000560639,0.00008991566,0.00006884146,0.00003743763,0.0001965607,0.0001460664,0.00002467865],"category_scores_gemma":[0.0001726117,0.00030987,0.00007724643,0.00003839293,0.0006079797,0.00006936905,0.0003567957,0.000481752,7.529955e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001290326,"about_ca_system_score_gemma":0.00002639674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004095746,"about_ca_topic_score_gemma":0.000008435311,"domain_scores_codex":[0.9982931,0.00002326633,0.0003532759,0.0003785824,0.0006379072,0.0003138812],"domain_scores_gemma":[0.9989081,0.0002703618,0.0001477061,0.0002945353,0.0002839571,0.00009535324],"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":[0.00003799905,0.00002380071,0.0002020524,0.003343381,0.0001369417,0.000005908836,0.0005656602,0.001229191,0.9818165,0.0003196994,0.0002151033,0.01210372],"study_design_scores_gemma":[0.0007432015,0.00003323252,0.0007599235,0.002973137,0.002033093,0.0001354035,0.0001604774,0.4308566,0.5484024,0.01291039,0.000163589,0.0008286039],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622219,0.02873766,0.002545089,0.0006175677,0.0005882168,0.001476677,0.0002374841,0.0002911616,0.003284208],"genre_scores_gemma":[0.9986709,0.0004939311,0.0002005237,0.00003541316,0.000155469,0.00001061857,0.00001204255,0.0001029952,0.0003181547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4334141,"threshold_uncertainty_score":0.9999353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02201625103854869,"score_gpt":0.2508201644764017,"score_spread":0.228803913437853,"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."}}