{"id":"W7067000105","doi":"","title":"Laser ultrasonic, laser tapping and laser shockwave NDE technologies for polymer based composites","year":2013,"lang":"en","type":"article","venue":"NPARC","topic":"Nuclear Structure and Function","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laser; Adhesive; Nondestructive testing; Core (optical fiber); Tapping; Bond strength; Polymer; Laser scanning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000409049,0.0001334583,0.000111513,0.00003726982,0.0001415884,0.00003491095,0.00008890589,0.000180527,0.000132688],"category_scores_gemma":[0.00003432762,0.0001136264,0.00005570956,0.00004462104,0.00008343464,0.000007053754,0.00006390712,0.00007203018,0.0000105393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006265197,"about_ca_system_score_gemma":0.00001522017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000757359,"about_ca_topic_score_gemma":0.000009549599,"domain_scores_codex":[0.9993458,0.00001369634,0.0001058205,0.0002659108,0.00005983392,0.0002089096],"domain_scores_gemma":[0.999625,0.00002441915,0.00004033938,0.0002169236,0.00005442922,0.00003890254],"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":[0.00003922693,0.00001688574,0.001297628,0.00001596313,0.00003308092,4.632654e-7,0.00001113534,0.000007055335,0.9776807,0.00006053813,0.01054711,0.01029026],"study_design_scores_gemma":[0.0005505481,0.0001796997,0.0009215167,0.000009732936,0.0000211086,0.000005939291,0.0001113132,0.0006862678,0.9706036,0.0004745498,0.02626513,0.000170559],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940418,0.0002021713,0.002171627,0.001080907,0.0001135652,0.0003022692,0.00002587125,0.00006906064,0.0019927],"genre_scores_gemma":[0.9930091,0.00003069556,0.005257879,0.000654572,0.0001036718,0.00005455759,0.0000863414,0.00002267262,0.0007805115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01571802,"threshold_uncertainty_score":0.4633549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005517417610374635,"score_gpt":0.2021810915273277,"score_spread":0.196663673916953,"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."}}