{"id":"W2951199424","doi":"","title":"Practical simulation of delamination in composites for thermography NDT","year":2017,"lang":"en","type":"article","venue":"ORBi (University of Liège)","topic":"Thermography and Photoacoustic Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bombardier (Canada); Cegep Edouard Montpetit","funders":"","keywords":"Thermography; Nondestructive testing; Delamination (geology); Composite material; Materials science; Forensic engineering; Engineering; Geology; Infrared; Optics","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":[],"consensus_categories":[],"category_scores_codex":[0.00009632676,0.00004875012,0.0001048452,0.0001258561,0.00006273523,0.000005552326,0.0001175031,0.00006567591,0.00001627915],"category_scores_gemma":[0.000005730115,0.00006167086,0.00006188893,0.00005779904,0.0000712116,0.0001953914,0.00001500406,0.0000486266,1.544738e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009394769,"about_ca_system_score_gemma":0.000004788296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001505473,"about_ca_topic_score_gemma":0.00005559294,"domain_scores_codex":[0.9997429,0.00001023728,0.00006432422,0.00006095084,0.00005642229,0.00006511715],"domain_scores_gemma":[0.9995963,0.0001173442,0.00007370276,0.0001520925,0.00004512204,0.00001545155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00108972,0.0008141065,0.2611505,0.001787144,0.0005406486,0.00003668273,0.009844599,0.1002788,0.5346644,0.03122333,0.001057937,0.05751211],"study_design_scores_gemma":[0.0009663992,0.000175184,0.5894692,0.0001377922,0.0000840635,0.000001088171,0.000444408,0.3860526,0.0189937,0.003104565,0.0003522705,0.0002187737],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7372549,0.00001582994,0.2615539,0.00005766983,0.00003005507,0.0001568308,0.00005480238,0.00004858251,0.0008275278],"genre_scores_gemma":[0.9912516,0.00001806402,0.00870228,0.000001232932,0.000005940824,3.129905e-7,0.000005611711,0.000005516938,0.000009471883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5156707,"threshold_uncertainty_score":0.2514865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02173870693351472,"score_gpt":0.2602765912801433,"score_spread":0.2385378843466286,"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."}}