{"id":"W4391728751","doi":"10.21611/qirt.2023.22","title":"Curved CFRP Specimen: Thermographic Inspection and Simulation","year":2023,"lang":"en","type":"article","venue":"","topic":"Thermography and Photoacoustic Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Agency for Science, Technology and Research; Ministère des relations internationales et de la Francophonie","keywords":"Computer science; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003363396,0.0003873745,0.0003686424,0.0004104786,0.0003481768,0.0004693233,0.0008898859,0.001831531,0.004680978],"category_scores_gemma":[0.001152224,0.0003301685,0.0003845449,0.000543601,0.0005907853,0.0004878803,0.0002878099,0.0003741072,0.0004248366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004805919,"about_ca_system_score_gemma":0.0007646679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007814103,"about_ca_topic_score_gemma":0.005928511,"domain_scores_codex":[0.9998455,0.00002202174,0.000006443354,0.00002897161,0.00007076994,0.00002623495],"domain_scores_gemma":[0.9994847,0.0002360075,0.00005121407,0.00007903278,0.0001256653,0.00002330617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001243204,0.0001008077,0.001340945,0.0001092176,0.00000912936,0.0002637076,0.0001201063,0.9740606,0.01532304,0.002111312,0.0006045631,0.005832305],"study_design_scores_gemma":[0.00001020621,0.00005592578,0.001008347,0.000007636821,0.00000488653,0.00004638206,0.00003489518,0.9951963,0.003109989,0.0001950978,0.0003198525,0.00001047388],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8257838,0.0004407146,0.1396396,0.0003766067,0.00009763107,0.0002851262,0.001888713,0.001367808,0.03011995],"genre_scores_gemma":[0.9806654,0.00009051576,0.01483246,0.0000267778,0.000007031645,0.00005654703,0.0002260846,0.00006816699,0.004026976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007814103,"threshold_uncertainty_score":0.01565945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01119964252836191,"score_gpt":0.2218585647910734,"score_spread":0.2106589222627115,"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."}}