{"id":"W2064399064","doi":"10.1007/s10921-005-7658-4","title":"Measurement Models and Scattering Models for Predicting the Ultrasonic Pulse-Echo Response From Side-Drilled Holes","year":2005,"lang":"en","type":"article","venue":"Journal of Nondestructive Evaluation","topic":"Ultrasonics and Acoustic Wave Propagation","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"Consejo Nacional de Ciencia y Tecnología","keywords":"Ultrasonic sensor; Waveform; Acoustics; Scattering; Reciprocity (cultural anthropology); Nondestructive testing; Echo (communications protocol); Solid mechanics; Reflector (photography); Optics; Materials science; Physics; Voltage; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006011165,0.0007755067,0.0006136415,0.000381728,0.0002279385,0.0005685407,0.000867988,0.001154042,0.0005430458],"category_scores_gemma":[0.003061185,0.0007038178,0.0005264533,0.0003995719,0.0003960119,0.001092314,0.0003248134,0.0006000306,0.0002584358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003730305,"about_ca_system_score_gemma":0.0005411428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00285326,"about_ca_topic_score_gemma":0.002252096,"domain_scores_codex":[0.9997444,0.00005706506,0.00001729034,0.00004639506,0.0001110462,0.00002376327],"domain_scores_gemma":[0.9987338,0.00075429,0.0001386395,0.0001044109,0.0002454052,0.000023579],"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":[0.00006953784,0.0000438109,0.001538443,0.0000383248,0.00001268362,0.0000605184,0.00004503754,0.9649028,0.01457806,0.001187689,0.000211997,0.01731121],"study_design_scores_gemma":[0.000002721885,0.00001349865,0.00025028,0.000002018459,0.000004248803,0.00001861127,0.000004218948,0.9971491,0.00227076,0.0002402814,0.00003998576,0.000004225559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1364471,0.0002099178,0.8615092,0.00006976979,0.00002841378,0.00003266139,0.00009258999,0.0006807579,0.0009295783],"genre_scores_gemma":[0.9533933,0.0002188305,0.04531989,0.00001547354,0.00001069249,0.00005573262,0.0001307069,0.00006495465,0.0007904151],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00285326,"threshold_uncertainty_score":0.005673349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04596701318410415,"score_gpt":0.269209191233841,"score_spread":0.2232421780497368,"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."}}