{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004965187,0.0002821548,0.0001830762,0.001120447,0.0003594543,0.0007018831,0.0004002431,0.0006054256,0.003859596],"category_scores_gemma":[0.0003578533,0.0003390329,0.0002663313,0.000459008,0.0006733243,0.0008333784,0.0004596167,0.000743071,0.0007155273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007330806,"about_ca_system_score_gemma":0.0004928854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009283079,"about_ca_topic_score_gemma":0.002326217,"domain_scores_codex":[0.9995622,0.00003501853,0.0000115246,0.00003531988,0.0003178972,0.00003802164],"domain_scores_gemma":[0.9997881,0.00005758012,0.00003002377,0.00001556327,0.00007548904,0.00003326493],"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":[0.000130152,0.00005684141,0.0005505127,0.0004299928,0.000008125606,0.0002147209,0.0001682208,0.001063171,0.8023849,0.00751475,0.001733341,0.1857452],"study_design_scores_gemma":[0.00002075036,0.0004326214,0.002500077,0.00006789742,0.00001985974,0.001447129,0.0001175886,0.005078246,0.9182266,0.002434633,0.06959969,0.00005489248],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2754986,0.1492116,0.5078036,0.003823194,0.001518148,0.0004156431,0.0003260323,0.002575453,0.05882766],"genre_scores_gemma":[0.5958809,0.04469028,0.2483762,0.0006833273,0.0004182751,0.0003106277,0.0002916826,0.0001833602,0.1091653],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003859596,"threshold_uncertainty_score":0.01291168,"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."}}