{"meta":{"query_hash":"59a8e7d9c4e3","filters":{"venue":"IEEE Open Journal of Ultrasonics Ferroelectrics and Frequency Control"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/59a8e7d9c4e3","api":"https://metacan.xera.ac/api/v1/cohort?venue=IEEE+Open+Journal+of+Ultrasonics+Ferroelectrics+and+Frequency+Control"},"results":[{"id":"W4312906579","doi":"10.1109/ojuffc.2022.3212342","title":"Acoustic Molecular Imaging Beyond the Diffraction Limit In Vivo","year":2022,"lang":"en","type":"article","venue":"IEEE Open Journal of Ultrasonics Ferroelectrics and Frequency Control","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Sunnybrook Hospital","funders":"National Cancer Institute; National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research; National Institutes of Health","keywords":"Molecular imaging; In vivo; Microbubbles; Ultrasound; Biomedical engineering; Preclinical imaging; Microscopy; Pathology; Materials science; Medicine; Radiology; Biology","score_opus":0.005655514826376226,"score_gpt":0.21017088740552212,"score_spread":0.2045153725791459,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312906579","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6851701,0.029505428,0.26802182,0.0027403275,0.0036092412,0.0015671762,0.00012056845,0.00008207719,0.009183225],"genre_scores_gemma":[0.99817127,0.0006493825,0.0002663904,0.0007361263,0.00007383586,0.000034091285,0.0000011396987,0.000044451197,0.000023291332],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99821,0.00014766664,0.00059435493,0.0001776107,0.00040587262,0.00046446282],"domain_scores_gemma":[0.998877,0.000468015,0.00023801452,0.00020040094,0.00010429558,0.00011229558],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012932041,0.00022195838,0.00038942805,0.00024310671,0.00028292733,0.00022929358,0.0007129719,0.000038944876,0.0000859798],"category_scores_gemma":[0.00016178223,0.0001871445,0.00010018538,0.0005354879,0.000045015924,0.00041062126,0.000030380734,0.0011562795,6.699199e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013659352,0.0001581072,0.0032565703,0.000034640896,0.00023266507,0.0006407629,0.000700412,0.2929269,0.68229264,0.0009486186,0.0023287192,0.016343337],"study_design_scores_gemma":[0.006191905,0.00039866383,0.0015615294,0.00007071162,0.00040217713,0.0035768899,0.0010577065,0.9699497,0.0043803244,0.008960985,0.0027022194,0.00074714696],"about_ca_topic_score_codex":0.000072465635,"about_ca_topic_score_gemma":0.000018256333,"teacher_disagreement_score":0.67791235,"about_ca_system_score_codex":0.00035303074,"about_ca_system_score_gemma":0.00019116928,"threshold_uncertainty_score":0.76315314},"labels":[],"label_agreement":null},{"id":"W4404739300","doi":"10.1109/ojuffc.2024.3506532","title":"Preliminary Demonstration of Pulse-Echo Imaging With a Long Monolithic Flexible CMUT Array","year":2024,"lang":"en","type":"article","venue":"IEEE Open Journal of Ultrasonics Ferroelectrics and Frequency Control","topic":"Ultrasonics and Acoustic Wave Propagation","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; CMC Microsystems (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Capacitive micromachined ultrasonic transducers; Echo (communications protocol); Acoustics; Pulse (music); Engineering; Materials science; Computer science; Physics; Electrical engineering; Transducer","score_opus":0.008207747478707388,"score_gpt":0.2249045789297138,"score_spread":0.2166968314510064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404739300","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1682888,0.026066372,0.8013377,0.00031574004,0.00058379956,0.0005946346,0.000035231486,0.00006733357,0.0027103422],"genre_scores_gemma":[0.9943809,0.0016085343,0.0037625546,0.00003178012,0.00012165026,0.00001179188,0.000004266536,0.000052846885,0.000025680172],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983574,0.000053614167,0.0007071256,0.00020739858,0.0003370986,0.0003373374],"domain_scores_gemma":[0.9988424,0.00028791942,0.00022874578,0.00016169787,0.00033610887,0.0001431149],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00086089945,0.00024831816,0.00044253975,0.00029749423,0.00008863395,0.00038885197,0.00034119235,0.00009837758,0.000017715223],"category_scores_gemma":[0.00007197535,0.00020162023,0.00009389286,0.00050342234,0.000060099,0.0008405362,0.0000061228184,0.0006031699,0.0000014313141],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042215965,0.00017272613,0.0065887305,0.00066201406,0.00091039314,0.00031826773,0.00091443147,0.03985054,0.81017256,0.0039583417,0.00026834474,0.1357615],"study_design_scores_gemma":[0.004624922,0.002909663,0.0056063724,0.002328315,0.0012411327,0.00364439,0.00027232515,0.8595127,0.10718782,0.011414622,0.00016674174,0.0010910076],"about_ca_topic_score_codex":0.0000280681,"about_ca_topic_score_gemma":0.00000931265,"teacher_disagreement_score":0.8260921,"about_ca_system_score_codex":0.00012001684,"about_ca_system_score_gemma":0.0003468493,"threshold_uncertainty_score":0.8221835},"labels":[],"label_agreement":null},{"id":"W4406046450","doi":"10.1109/ojuffc.2025.3526123","title":"Accurately Predicting the Performance of Polymer-Based CMUTs by Coupling Finite-Element and Analytical Models","year":2024,"lang":"en","type":"article","venue":"IEEE Open Journal of Ultrasonics Ferroelectrics and Frequency Control","topic":"Polymer crystallization and properties","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Finite element method; Coupling (piping); Element (criminal law); Computer science; Materials science; Acoustics; Structural engineering; Engineering; Composite material; Physics","score_opus":0.03476183626735391,"score_gpt":0.2732038190551135,"score_spread":0.23844198278775958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406046450","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9135738,0.038148195,0.046345074,0.0010154283,0.00031725032,0.00029415425,0.000083006584,0.000013562069,0.00020950787],"genre_scores_gemma":[0.9977713,0.001742628,0.00013048382,0.00022809624,0.00005227985,0.0000061264313,0.0000018544657,0.000016701859,0.000050492024],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99841595,0.00008120421,0.00067140954,0.0001890936,0.00036544306,0.00027691663],"domain_scores_gemma":[0.9986608,0.00057775195,0.00031006077,0.00012590873,0.00020193653,0.00012352037],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014578269,0.00016413559,0.00034050888,0.00010783848,0.00019958627,0.0005168733,0.00042303858,0.000064755404,0.000048751648],"category_scores_gemma":[0.00011750205,0.00010317906,0.000057191093,0.000270879,0.00012678649,0.000606791,0.000020849713,0.00026371542,6.4272933e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005865285,0.00014423985,0.0026253897,0.0002577808,0.00023399843,0.000025963307,0.0010102327,0.034567136,0.9468582,0.004402862,0.00044344715,0.0088441735],"study_design_scores_gemma":[0.00086675194,0.0006158704,0.00002309704,0.00019248232,0.00012584323,0.000043386648,0.000060413964,0.90555125,0.09206536,0.00022304288,0.0001024426,0.00013003497],"about_ca_topic_score_codex":0.000057318863,"about_ca_topic_score_gemma":0.0000045929296,"teacher_disagreement_score":0.87098414,"about_ca_system_score_codex":0.000037688063,"about_ca_system_score_gemma":0.00041118046,"threshold_uncertainty_score":0.49842215},"labels":[],"label_agreement":null},{"id":"W4406387897","doi":"10.1109/ojuffc.2025.3530395","title":"Accelerator Architecture for Plane-Wave Ultrasound Image Reconstruction in Fourier Domain","year":2024,"lang":"en","type":"article","venue":"IEEE Open Journal of Ultrasonics Ferroelectrics and Frequency Control","topic":"Ultrasound Imaging and Elastography","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fourier transform; Fourier domain; Architecture; Iterative reconstruction; Computer science; Ultrasound; Plane (geometry); Optics; Computer vision; Acoustics; Physics; Mathematics; Geometry; Art; Visual arts","score_opus":0.014812086427835944,"score_gpt":0.26877228868753517,"score_spread":0.25396020225969923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406387897","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84162134,0.011922411,0.13735226,0.0033931544,0.0018334906,0.0017513725,0.00020582331,0.000046597837,0.0018735334],"genre_scores_gemma":[0.9324786,0.0012662758,0.06505596,0.00047939055,0.0005274439,0.000035460715,0.00001404025,0.00006174797,0.00008106993],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99787945,0.00010426797,0.00081359537,0.00037145236,0.0003128893,0.0005183366],"domain_scores_gemma":[0.99793726,0.0010037926,0.0002605742,0.00020131686,0.0003143724,0.00028270963],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013180487,0.00030726817,0.00073153194,0.00071652955,0.00013704662,0.0005708513,0.00023243653,0.00018040636,0.00004556238],"category_scores_gemma":[0.0004557256,0.00024480207,0.000276752,0.0006941905,0.00012883882,0.0005277585,0.000006716951,0.001012592,0.0000018946885],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003266124,0.00046204706,0.013874959,0.00054473564,0.0014898166,0.00061428995,0.001945506,0.000043690252,0.7519702,0.002881253,0.0038520657,0.21905535],"study_design_scores_gemma":[0.10569339,0.028113434,0.02708215,0.010396609,0.0062381495,0.25425294,0.0028304027,0.01653712,0.02220878,0.3712562,0.14963883,0.00575198],"about_ca_topic_score_codex":0.000044860484,"about_ca_topic_score_gemma":0.000045570057,"teacher_disagreement_score":0.72976136,"about_ca_system_score_codex":0.00014901157,"about_ca_system_score_gemma":0.00058801816,"threshold_uncertainty_score":0.9982739},"labels":[],"label_agreement":null},{"id":"W4410536766","doi":"10.1109/ojuffc.2025.3571698","title":"Small-Signal Equivalent Circuit Model of Long Rectangular CMUT Membranes","year":2025,"lang":"en","type":"article","venue":"IEEE Open Journal of Ultrasonics Ferroelectrics and Frequency Control","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Cancer Foundation; Mitacs; Canadian Institutes of Health Research; Alberta Innovates; National Institutes of Health","keywords":"SIGNAL (programming language); Membrane; Capacitive micromachined ultrasonic transducers; Acoustics; Equivalent circuit; Materials science; Electrical engineering; Computer science; Engineering; Physics; Chemistry; Transducer; Voltage","score_opus":0.023227937130469604,"score_gpt":0.22698337984784986,"score_spread":0.20375544271738025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410536766","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6425218,0.13232149,0.19444619,0.0003166588,0.0026178986,0.001267531,0.00009723854,0.00006886979,0.026342308],"genre_scores_gemma":[0.98418534,0.014919317,0.0006103994,0.00006496095,0.00006815804,0.0000062417685,0.000001620506,0.000033149707,0.00011079303],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982425,0.00007190316,0.0009242689,0.00017033021,0.00022865432,0.00036232854],"domain_scores_gemma":[0.9988812,0.00018956925,0.0003030786,0.00019003087,0.00030370755,0.0001323686],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087250915,0.0002494692,0.00074088003,0.0002731432,0.00008117783,0.00015308401,0.00059201324,0.00021512453,0.000036784342],"category_scores_gemma":[0.000068573936,0.00021212143,0.00016197706,0.0003255487,0.00005127923,0.00021951627,0.000016971368,0.00042129707,9.151108e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001721891,0.00011994488,0.0003084996,0.00096436794,0.0009186263,0.00009910443,0.00018935352,0.25778124,0.7300619,0.00221219,0.00023529741,0.006937273],"study_design_scores_gemma":[0.009651984,0.0009587786,0.00015854993,0.001243878,0.0013053983,0.00041699933,0.00006447594,0.70003915,0.2539025,0.030935152,0.0003553387,0.0009678259],"about_ca_topic_score_codex":0.000027285407,"about_ca_topic_score_gemma":0.000008365366,"teacher_disagreement_score":0.47615942,"about_ca_system_score_codex":0.00009494396,"about_ca_system_score_gemma":0.00026085475,"threshold_uncertainty_score":0.86500615},"labels":[],"label_agreement":null},{"id":"W4414908178","doi":"10.1109/ojuffc.2025.3618629","title":"Evaluating the Effect of Drug Loading on the Acoustic Response of Nanobubbles in Stable and Inertial Cavitation Regimes","year":2025,"lang":"en","type":"article","venue":"IEEE Open Journal of Ultrasonics Ferroelectrics and Frequency Control","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"National Institute of Biomedical Imaging and Bioengineering; Natural Sciences and Engineering Research Council of Canada; National Institutes of Health","keywords":"Cavitation; Microbubbles; Ultrasound; Bubble; SIGNAL (programming language); Therapeutic ultrasound; Inertial frame of reference; Sound pressure","score_opus":0.016538183552709085,"score_gpt":0.3070986927918037,"score_spread":0.2905605092390946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414908178","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99581826,0.0020464326,0.0005816864,0.00071946153,0.00018758749,0.00047516427,0.00001390286,0.0000019904285,0.00015551853],"genre_scores_gemma":[0.9994491,0.0001459478,0.00018275733,0.000112962574,0.000018982137,0.000014582157,3.8772524e-7,0.000007655066,0.00006763481],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99752116,0.0011670674,0.00064777216,0.0001481693,0.00032177332,0.00019402977],"domain_scores_gemma":[0.9910467,0.007871682,0.0006413022,0.00015391369,0.0002497787,0.000036613576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008380911,0.00013396746,0.00040001093,0.00017453604,0.00017129091,0.0001513726,0.00039895577,0.000043259537,0.000011531918],"category_scores_gemma":[0.0033504635,0.00007398377,0.000049862447,0.00042393987,0.00012484398,0.00024254707,0.000015187398,0.00022466361,2.6416217e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022643982,0.000032620257,0.0021641266,0.00004069363,0.00003392131,0.0000018624138,0.0009606453,0.0021804515,0.9891102,0.0017365796,0.0000473098,0.0014272326],"study_design_scores_gemma":[0.01502207,0.010113863,0.017595315,0.001636822,0.0006780323,0.000079256075,0.00217701,0.014424368,0.91958994,0.0181758,0.00003526826,0.00047222938],"about_ca_topic_score_codex":0.00010093528,"about_ca_topic_score_gemma":0.000025487658,"teacher_disagreement_score":0.06952019,"about_ca_system_score_codex":0.000064354106,"about_ca_system_score_gemma":0.00030093393,"threshold_uncertainty_score":0.40110597},"labels":[],"label_agreement":null}]}