{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"c8389ab3295e","filters":{"venue":"Proceedings of the Annual British Conference on Non-Destructive Testing"}},"results":[{"id":"W4408123387","doi":"10.1784/ndt2024.pl5","title":"Next Generation NDE: How Artificial Intelligence Will Define the Future of Inspection and Structural Health Monitoring","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Annual British Conference on Non-Destructive Testing","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Structural health monitoring; Engineering; Computer science; Artificial intelligence; Systems engineering; Electrical engineering","authors":[{"name":"Roman Gr. Maev","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03377739812000381,"gpt":0.2530738546155629,"spread":0.2192964564955591,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007876639,0.0008673783,0.001058664,0.001562152,0.0008332537,0.007981827,0.002430119,0.004591017,0.009265019],"category_scores_gemma":[0.01270557,0.0005614627,0.0008982556,0.000960789,0.004373925,0.01745068,0.003783383,0.004450987,0.002028161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00208773,"about_ca_system_score_gemma":0.001862442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003788561,"about_ca_topic_score_gemma":0.004360485,"domain_scores_codex":[0.9979418,0.0007624733,0.00009162772,0.000267736,0.0007516795,0.0001846284],"domain_scores_gemma":[0.9917092,0.004038366,0.0002505584,0.00136071,0.002076561,0.0005647172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002447378,0.0002570351,0.002977628,0.0004206301,0.0001001065,0.0001557522,0.00042713,0.01624768,0.003825482,0.5638994,0.03237509,0.3790693],"study_design_scores_gemma":[0.00003477075,0.0001034599,0.001129458,0.0003316572,0.00003577271,0.0001474687,0.0002886847,0.09719942,0.002165828,0.7267514,0.1717219,0.00009026418],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01115588,0.03133219,0.8012103,0.08019644,0.003026846,0.0001637773,0.0006698216,0.002156337,0.07008845],"genre_scores_gemma":[0.3122734,0.02190408,0.6246538,0.009933545,0.001806897,0.0002716098,0.001019909,0.0005375582,0.02759913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009265019,"threshold_uncertainty_score":0.04165614,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391397159","doi":"10.1784/ndt2023.2c1","title":"Real-time capacitance imaging: a revolutionary NDT technique","year":2023,"lang":"en","type":"article","venue":"Proceedings of the Annual British Conference on Non-Destructive Testing","topic":"Electrical and Bioimpedance Tomography","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Nondestructive testing; Capacitance; Computer science; Physics","authors":[{"name":"G A Diamond","is_ca":false},{"name":"P. Kubasiak","is_ca":false},{"name":"Metodi V. Metodiev","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01106563287354483,"gpt":0.2096371377791871,"spread":0.1985715049056422,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009720974,0.0005613163,0.0003354077,0.001226966,0.000324323,0.001092492,0.001154394,0.00124872,0.002717579],"category_scores_gemma":[0.001302335,0.0004127395,0.0003190627,0.0007161584,0.001139057,0.002217319,0.001083166,0.001420206,0.0006678556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001349554,"about_ca_system_score_gemma":0.0004830787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001113106,"about_ca_topic_score_gemma":0.001278457,"domain_scores_codex":[0.9989544,0.0001118532,0.00002284492,0.00022142,0.0006076953,0.00008168543],"domain_scores_gemma":[0.9993118,0.000239377,0.00009960063,0.00007677524,0.0001944518,0.00007806329],"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":[0.0001255909,0.00004486407,0.0004245557,0.0003387894,0.00001930807,0.000435775,0.0002088462,0.0009781832,0.8362822,0.01383607,0.005214127,0.1420916],"study_design_scores_gemma":[0.00006584903,0.0002494719,0.001395228,0.00006315367,0.00003391522,0.00326949,0.000135173,0.02640627,0.8683698,0.003914086,0.09595152,0.0001459233],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0788317,0.0230284,0.8542167,0.008142515,0.001342575,0.0002186969,0.0004126353,0.002121745,0.03168505],"genre_scores_gemma":[0.4599687,0.01179075,0.5010957,0.001930152,0.0009040173,0.0001305493,0.0002481068,0.0003207025,0.02361141],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002717579,"threshold_uncertainty_score":0.009791732,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}