{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"1672b77bc023","filters":{"venue":"Synthesis lectures on computational electromagnetics"}},"results":[{"id":"W2021372279","doi":"10.2200/s00052ed1v01y200609cem011","title":"Adaptive Mesh Refinement for Time-Domain Numerical Electromagnetics","year":2006,"lang":"en","type":"article","venue":"Synthesis lectures on computational electromagnetics","topic":"Electromagnetic Simulation and Numerical Methods","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Adaptive mesh refinement; Electromagnetics; Computer science; Computational electromagnetics; Computational science; Domain (mathematical analysis); Mathematics; Physics; Electromagnetic field; Mathematical analysis; Engineering physics","authors":[{"name":"Costas D. Sarris","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007202279336338296,"gpt":0.231638827495118,"spread":0.2244365481587797,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008775378,0.0008538549,0.0009188912,0.0008598669,0.0003564595,0.0008484292,0.001087202,0.0009416524,0.006185611],"category_scores_gemma":[0.002803999,0.0004366367,0.000724929,0.001183701,0.0008970051,0.001041948,0.0008858374,0.002537457,0.00251678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004198016,"about_ca_system_score_gemma":0.0003658367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001048654,"about_ca_topic_score_gemma":0.001327855,"domain_scores_codex":[0.9995211,0.0001519316,0.00002887873,0.0000462889,0.000227474,0.00002441174],"domain_scores_gemma":[0.9991187,0.0004541887,0.00003769341,0.0001525949,0.0002059205,0.00003088043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001191922,0.00007181294,0.0002509393,0.0005199107,0.00007892917,0.0001372233,0.0001877936,0.1300574,0.02120469,0.365035,0.03687289,0.4454641],"study_design_scores_gemma":[0.0000299437,0.00004233577,0.0002839906,0.0000593974,0.00002197815,0.00009061879,0.00001822244,0.7462222,0.005485387,0.1714302,0.07628799,0.00002784628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001589118,0.002938031,0.9862656,0.0003206019,0.0009609791,0.0000238286,0.00005054791,0.0004058365,0.007445436],"genre_scores_gemma":[0.08552511,0.005537328,0.8641723,0.0003114303,0.001022057,0.0002492951,0.0003615198,0.0007414079,0.04207953],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006185611,"threshold_uncertainty_score":0.02069294,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4300263328","doi":"10.1007/978-3-031-01695-0_2","title":"A Numerical Interface Between FDTD and Haar MRTD: Formulation and Applications","year":2007,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on computational electromagnetics","topic":"Electromagnetic Simulation and Numerical Methods","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 Toronto","funders":"","keywords":"Finite-difference time-domain method; Haar; Interface (matter); Haar wavelet; Mathematics; Wavelet; Computer science; Algorithm; Mathematical analysis; Physics; Optics; Wavelet transform; Discrete wavelet transform; Mechanics; Artificial intelligence","authors":[{"name":"Costas D. Sarris","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01819272768014808,"gpt":0.2743870389667077,"spread":0.2561943112865596,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006686625,0.0006656998,0.0007479303,0.0008921156,0.0006010243,0.00229268,0.001268023,0.001707897,0.012763],"category_scores_gemma":[0.001577726,0.0005113466,0.0005557135,0.001042458,0.0009948602,0.00295428,0.001367805,0.002466954,0.005512781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003667722,"about_ca_system_score_gemma":0.0004169279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002444677,"about_ca_topic_score_gemma":0.0002498237,"domain_scores_codex":[0.999524,0.00007978967,0.00002938707,0.00005740472,0.0002846219,0.00002478926],"domain_scores_gemma":[0.9995598,0.0001661976,0.00002138982,0.00007577485,0.0001527752,0.00002403234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005421022,0.00008103439,0.0001437311,0.0002965124,0.00001526985,0.0001723392,0.0002879298,0.01405392,0.02194455,0.6476289,0.04359926,0.2717224],"study_design_scores_gemma":[0.00002834157,0.0001083051,0.0004211136,0.0002386271,0.00002735519,0.001349702,0.0001282677,0.1907635,0.0171598,0.2449676,0.5447364,0.00007101747],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001285077,0.002908398,0.9648028,0.0005260833,0.001137821,0.00003378903,0.00006024398,0.0008897996,0.028356],"genre_scores_gemma":[0.05096205,0.004932902,0.85839,0.0008120165,0.001276418,0.0001691711,0.0003561208,0.001096496,0.0820048],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.012763,"threshold_uncertainty_score":0.04269648,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4303005938","doi":"10.1007/978-3-031-01695-0_3","title":"Efficient Implementation of Adaptive Mesh Refinement in the Haar Wavelet-based MRTD Technique","year":2007,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on computational electromagnetics","topic":"Ultrasound Imaging and Elastography","field":"Medicine","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 Toronto","funders":"","keywords":"Thresholding; Wavelet; Computer science; Haar wavelet; Finite-difference time-domain method; Algorithm; Feature (linguistics); Nonlinear system; Mathematical optimization; Wavelet transform; Artificial intelligence; Mathematics; Discrete wavelet transform; Image (mathematics)","authors":[{"name":"Costas D. Sarris","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01546177489583624,"gpt":0.2766441929098886,"spread":0.2611824180140524,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003737989,0.000334191,0.0005443658,0.0003253707,0.0002344955,0.0006017909,0.0007837412,0.0005491527,0.004737359],"category_scores_gemma":[0.001360489,0.000236341,0.0003931027,0.0005035931,0.0002634761,0.0007191227,0.0005805912,0.0009022983,0.002150247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002219414,"about_ca_system_score_gemma":0.0004324091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001061854,"about_ca_topic_score_gemma":0.001356269,"domain_scores_codex":[0.9997503,0.00005304738,0.00001180843,0.00001699835,0.0001498526,0.00001805282],"domain_scores_gemma":[0.9995787,0.0001748331,0.00002202823,0.00008211831,0.0001287171,0.00001368115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002228821,0.00009407427,0.0004721957,0.0002899734,0.00004737624,0.0001625664,0.0001836686,0.2595943,0.0785927,0.09841166,0.009069456,0.5528591],"study_design_scores_gemma":[0.000009685888,0.00001777289,0.00007546828,0.00000937324,0.000005467962,0.00006130971,0.000009619039,0.9826986,0.00724841,0.003797066,0.006060618,0.00000657071],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003023657,0.00009764978,0.993809,0.00004677448,0.00005725067,0.00001100933,0.00002132142,0.0003005061,0.002632667],"genre_scores_gemma":[0.07014689,0.0002643344,0.923933,0.00005805798,0.00003622578,0.00005365119,0.00010787,0.0002298334,0.005170183],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004737359,"threshold_uncertainty_score":0.01584798,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}