{"id":"W4400783344","doi":"10.58286/30026","title":"Robotized phased-array inspection of sandwich-structured aircraft components","year":2024,"lang":"en","type":"article","venue":"e-Journal of Nondestructive Testing","topic":"Advanced Surface Polishing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Phased array; Computer science; Engineering; Aeronautics; Aerospace engineering; Engineering drawing; Electrical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003927658,0.000299227,0.0003338108,0.0003753679,0.000106757,0.0005286967,0.0003733588,0.000484491,0.001082211],"category_scores_gemma":[0.0006519821,0.0002014893,0.000248606,0.0002536466,0.0002442589,0.0004038589,0.0002848564,0.0002986111,0.0005740796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002026453,"about_ca_system_score_gemma":0.0002805376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003201539,"about_ca_topic_score_gemma":0.00128908,"domain_scores_codex":[0.9996885,0.00005876999,0.00001310688,0.00007020476,0.0001450551,0.00002443034],"domain_scores_gemma":[0.9995059,0.0002160405,0.00006092975,0.00007884475,0.0001240865,0.00001425137],"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":[0.0001041587,0.00004114952,0.002340678,0.0002757404,0.00004499776,0.0002233934,0.0001175121,0.01500498,0.8040515,0.0007503057,0.0006901545,0.1763555],"study_design_scores_gemma":[0.0000306947,0.0007685797,0.02286923,0.00005057545,0.00006796429,0.001879632,0.0003131283,0.2426833,0.7179015,0.00205452,0.01130875,0.00007212991],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2219852,0.0008431241,0.7735811,0.0001200607,0.00007142891,0.00007428672,0.000102536,0.001252857,0.001969462],"genre_scores_gemma":[0.6160378,0.0003443054,0.3813012,0.00007634763,0.0000190355,0.00004097927,0.0001460524,0.00008340334,0.001950858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001082211,"threshold_uncertainty_score":0.003620386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02573903767849525,"score_gpt":0.2703667562554486,"score_spread":0.2446277185769533,"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."}}