{"id":"W1565939237","doi":"10.1063/1.1916695","title":"Laser-Ultrasonic Inspection of MG/AL Castings","year":2005,"lang":"lt","type":"article","venue":"AIP conference proceedings","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Materials science; Ultrasonic sensor; Void (composites); Laser; Aluminium; Laser ultrasonics; Ultrasonic testing; Composite number; Amplitude; Acoustics; Composite material; Metallurgy; Optics; Optoelectronics; Diode-pumped solid-state laser; Distributed feedback laser","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003326256,0.0005015432,0.0006594458,0.0003833857,0.0001487692,0.0001260907,0.0005114875,0.0003091889,0.0002843446],"category_scores_gemma":[0.0002379038,0.0005815557,0.0002217269,0.000923963,0.0001888802,0.0008967137,0.0001374629,0.0007251647,0.0001063177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004621227,"about_ca_system_score_gemma":0.00008672354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001823354,"about_ca_topic_score_gemma":0.00004625262,"domain_scores_codex":[0.9974294,0.000008261259,0.0008082428,0.0006157275,0.0004573302,0.0006810435],"domain_scores_gemma":[0.9983869,0.00006319325,0.0004123805,0.0002510359,0.0006981386,0.000188369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000130123,0.00054646,0.03879001,0.001578492,0.0008594841,0.00002139799,0.01169935,0.004254085,0.7430452,0.01502562,0.01858185,0.1654679],"study_design_scores_gemma":[0.0006572685,0.0003351566,0.001415893,0.0009142382,0.0003538519,0.00008184752,0.0011633,0.8447104,0.1346831,0.001230877,0.01342849,0.001025614],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8460767,0.0004616423,0.1332354,0.001570268,0.0002725959,0.0005238716,0.0000359826,0.002059489,0.01576397],"genre_scores_gemma":[0.966688,0.00095544,0.03130572,0.0001127888,0.0003656739,0.00003883956,0.000007730288,0.00009253788,0.0004332108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8404563,"threshold_uncertainty_score":0.9996636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646785097026275,"score_gpt":0.2521309124500702,"score_spread":0.2356630614798074,"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."}}