{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"b1518a0ab8c0","filters":{"venue":"Proceedings, IEEE micro electro mechanical systems"}},"results":[{"id":"W2138224023","doi":"10.1109/memsys.2008.4443797","title":"Monolithically fabricated polymermems 3-axis thermal accelerometers designed for automated wirebonder assembly","year":2008,"lang":"en","type":"article","venue":"Proceedings, IEEE micro electro mechanical systems","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Accelerometer; Fabrication; Sensitivity (control systems); Polyimide; Thermal; Materials science; Plane (geometry); Optoelectronics; Computer science; Electronic engineering; Engineering; Composite material; Physics; Geometry; Mathematics","authors":[{"name":"See-Ho Tsang","is_ca":true},{"name":"Athen Ma","is_ca":true},{"name":"K. S. Karim","is_ca":true},{"name":"Albert M. Leung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02206275744663792,"gpt":0.2321272239652712,"spread":0.2100644665186333,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002043537,0.0005257991,0.0003041328,0.0002504264,0.000236252,0.0002499984,0.0006628812,0.0006210107,0.00154665],"category_scores_gemma":[0.000306211,0.0005765323,0.0002698715,0.0001776721,0.0002709636,0.0004675392,0.0002329314,0.0006117127,0.0007934936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003267802,"about_ca_system_score_gemma":0.0003004765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003889693,"about_ca_topic_score_gemma":0.001738053,"domain_scores_codex":[0.999741,0.00001505358,0.00001107737,0.00007628815,0.0001242016,0.00003234053],"domain_scores_gemma":[0.9997597,0.00003679212,0.00008323364,0.00003383454,0.00005826231,0.00002821226],"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":[0.00004769014,0.00002275214,0.000202875,0.00004884487,0.000005621198,0.00005300585,0.0000392273,0.0003569963,0.992725,0.000254051,0.0002842191,0.005959815],"study_design_scores_gemma":[0.00004299522,0.000370083,0.004875406,0.000009668192,0.00001697695,0.0002560785,0.0000253956,0.004209594,0.9824685,0.00009349939,0.007606447,0.00002533271],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.764092,0.001323324,0.2220457,0.0003271363,0.0007111321,0.0003747666,0.0005501714,0.002257514,0.008318268],"genre_scores_gemma":[0.6337228,0.0005504175,0.3518919,0.0001613966,0.0000940344,0.0003629706,0.0003717062,0.0001327199,0.0127119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00154665,"threshold_uncertainty_score":0.005174041,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1970013986","doi":"10.1109/memsys.2008.4443802","title":"The nanogap pirani - a pressure sensor with superior linearity in atmospheric pressure range","year":2008,"lang":"en","type":"article","venue":"Proceedings, IEEE micro electro mechanical systems","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Linearity; Materials science; Atmospheric pressure; Pressure sensor; Pressure measurement; Constant (computer programming); Temperature measurement; Thermal; Range (aeronautics); Sensitivity (control systems); Optoelectronics; Electrical engineering; Thermodynamics; Electronic engineering; Composite material; Meteorology; Physics","authors":[{"name":"Kourosh Khosraviani","is_ca":true},{"name":"Albert M. Leung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008821849550868576,"gpt":0.1921982288311977,"spread":0.1833763792803291,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004100466,0.0003338467,0.0004434274,0.0002309559,0.0002125813,0.000391342,0.0005914856,0.0006364775,0.0008426681],"category_scores_gemma":[0.0007892562,0.000274,0.0001743441,0.0002293186,0.0003350922,0.0008520274,0.0004349097,0.0007893728,0.0005227629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002014695,"about_ca_system_score_gemma":0.0001714093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002032352,"about_ca_topic_score_gemma":0.0004882253,"domain_scores_codex":[0.9991226,0.00008332946,0.00003365286,0.0002208631,0.0004995074,0.0000399643],"domain_scores_gemma":[0.9994465,0.0001452928,0.0001331913,0.00006028832,0.0001693999,0.00004530553],"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":[0.00002150196,0.000007599699,0.0001615155,0.00006335417,0.00000369472,0.00003744565,0.00001963503,0.00003938191,0.9958424,0.00008295939,0.00009329047,0.003627263],"study_design_scores_gemma":[0.000007027229,0.0002912888,0.002602005,0.000004265744,0.00001222783,0.0007525788,0.00001720321,0.002202496,0.9916229,0.00004289668,0.00242809,0.00001715431],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9083717,0.004102704,0.07594507,0.0009870266,0.0003337656,0.0001037409,0.0004547976,0.001339678,0.008361475],"genre_scores_gemma":[0.9020187,0.0007907827,0.09135646,0.0002912357,0.0001235398,0.00007768088,0.0002830374,0.00009058616,0.00496806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008426681,"threshold_uncertainty_score":0.002819002,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2133984867","doi":"10.1109/memsys.2008.4443799","title":"Mems capacitive force sensors for micro-scale compression testing of biomaterials","year":2008,"lang":"en","type":"article","venue":"Proceedings, IEEE micro electro mechanical systems","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Capacitive sensing; Microelectromechanical systems; Materials science; Compression (physics); Capacitance; Linearity; Acoustics; Mechanical engineering; Electronic engineering; Nanotechnology; Composite material; Electrical engineering; Engineering; Physics","authors":[{"name":"K. Kim","is_ca":true},{"name":"Ji Cheng","is_ca":true},{"name":"Q. Liu","is_ca":true},{"name":"Xiao Yu Wu","is_ca":true},{"name":"Yu Sun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02862536114496904,"gpt":0.2462322875938551,"spread":0.2176069264488861,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000528028,0.0006781847,0.0003646815,0.0004920909,0.000264719,0.0003119376,0.0005543335,0.00077914,0.001755853],"category_scores_gemma":[0.0009226469,0.0002601678,0.0002703405,0.0002882968,0.0003476054,0.0007285252,0.0003635684,0.0006184502,0.0006248751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003166545,"about_ca_system_score_gemma":0.0002135324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002430309,"about_ca_topic_score_gemma":0.0008438971,"domain_scores_codex":[0.9993838,0.00008680692,0.00002678947,0.00006958774,0.0004017852,0.00003124298],"domain_scores_gemma":[0.9995297,0.0002211386,0.00005950992,0.00003041154,0.0001346858,0.00002462127],"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":[0.00005305895,0.00004020108,0.0002161635,0.0002423677,0.0000113642,0.00007407534,0.00002731819,0.0003122843,0.960519,0.0006887758,0.0006357369,0.0371797],"study_design_scores_gemma":[0.00002106572,0.0004131147,0.001321085,0.00003084602,0.00002887379,0.0006543999,0.00002277386,0.006000947,0.9708046,0.0004599646,0.02020619,0.00003622442],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.298283,0.1291548,0.548192,0.002752831,0.002155699,0.0009980004,0.0008350033,0.001744232,0.01588441],"genre_scores_gemma":[0.5742529,0.03324087,0.3799542,0.00128215,0.001098075,0.0004747568,0.0004671909,0.0001042049,0.009125625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001755853,"threshold_uncertainty_score":0.005873978,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2100573379","doi":"10.1109/memsys.2008.4443595","title":"A hydrogel-based wireless sensor using micromachined variable inductors with folded flex-circuit structures for biomedical applications","year":2008,"lang":"en","type":"article","venue":"Proceedings, IEEE micro electro mechanical systems","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Inductor; Inductance; Electromagnetic coil; Optoelectronics; Capacitor; Wireless; Electrical engineering; Voltage; Computer science; Engineering","authors":[{"name":"V. Sridhar","is_ca":true},{"name":"Kenichi Takahata","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.021926315128815,"gpt":0.2246560118311745,"spread":0.2027296967023595,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002545833,0.000342244,0.0002491541,0.0001838747,0.0001087455,0.0002761777,0.0006335467,0.000341007,0.0005235898],"category_scores_gemma":[0.0002894836,0.000202168,0.0002070665,0.0001806593,0.000222664,0.0006269314,0.0002542635,0.0002442957,0.0002510187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003287557,"about_ca_system_score_gemma":0.0001588525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001486751,"about_ca_topic_score_gemma":0.0003891224,"domain_scores_codex":[0.9998161,0.00002303134,0.00001318531,0.0000631945,0.00006460377,0.00001980095],"domain_scores_gemma":[0.9998085,0.00004884633,0.00006300109,0.00001805528,0.00003731909,0.00002422281],"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":[0.00003095321,0.00001066223,0.0002127983,0.00005698772,0.000006352249,0.00004796272,0.00001483659,0.0001978393,0.9937823,0.0001207496,0.00006966811,0.005448775],"study_design_scores_gemma":[0.00001085989,0.0001849048,0.0006573736,0.000004912202,0.00002332126,0.0002785415,0.00001241782,0.004435819,0.9916609,0.00005505717,0.002664405,0.00001158504],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7471753,0.005107369,0.2416722,0.0004339223,0.0002742635,0.0001214914,0.0002742097,0.001371137,0.003570182],"genre_scores_gemma":[0.8725161,0.0008670104,0.1231983,0.0002392284,0.00006123404,0.00004707543,0.0001140432,0.0000369824,0.002920084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006335467,"threshold_uncertainty_score":0.002385259,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2159877563","doi":"10.1109/memsys.2008.4443671","title":"Micro-electro-discharge machining by MEMS actuators with planar electrodes microfabricated on the work surfaces","year":2008,"lang":"en","type":"article","venue":"Proceedings, IEEE micro electro mechanical systems","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Electrode; Surface micromachining; Capacitance; Wafer; Electrical discharge machining; Microelectromechanical systems; Optoelectronics; Capacitor; Machining; Voltage; Spark gap; Electrical engineering; Composite material; Metallurgy; Fabrication; Engineering; Chemistry","authors":[{"name":"R Chakravarty","is_ca":true},{"name":"Alla Chaitanya","is_ca":true},{"name":"Kenichi Takahata","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009618395534006964,"gpt":0.1955139998989264,"spread":0.1858956043649195,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008813349,0.0003300712,0.0002414889,0.0001368072,0.0001327579,0.0003141129,0.0004780457,0.0004242775,0.0008103715],"category_scores_gemma":[0.00022964,0.0002497244,0.0002653287,0.0001676348,0.0002588895,0.0002766077,0.0003605935,0.0003659064,0.0004410629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000237264,"about_ca_system_score_gemma":0.0001538206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001863241,"about_ca_topic_score_gemma":0.0003642467,"domain_scores_codex":[0.9998425,0.000007546813,0.00000720796,0.00003271771,0.00008429446,0.00002571042],"domain_scores_gemma":[0.999896,0.00002918748,0.00002998306,0.00001945871,0.00001763276,0.00000761255],"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":[0.00001122903,0.000006231037,0.0000768487,0.00006263051,0.000004417861,0.00004991816,0.00001951091,0.0002567349,0.9945323,0.0002669519,0.0001304516,0.004582752],"study_design_scores_gemma":[0.000009660464,0.0001162541,0.001553356,0.000004844382,0.000008529688,0.0002408896,0.00002157693,0.003355646,0.98742,0.000114314,0.00714631,0.00000868393],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8840874,0.004809203,0.09963356,0.0004993952,0.0003495229,0.0001308013,0.000387149,0.0009134962,0.009189529],"genre_scores_gemma":[0.9204996,0.001324904,0.07260112,0.0001581825,0.00006955375,0.00008770241,0.0001654144,0.00005571675,0.005037671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008103715,"threshold_uncertainty_score":0.002710998,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2150204474","doi":"10.1109/memsys.2008.4443723","title":"Nanoporous device for accurate dose control in high throughput screening","year":2008,"lang":"en","type":"article","venue":"Proceedings, IEEE micro electro mechanical systems","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nanoporous; Microfluidics; Materials science; Membrane; Throughput; Electrophoresis; Layer (electronics); Fluidics; Nanotechnology; Chromatography; Chemistry; Computer science","authors":[{"name":"Sarvesh Upadhyaya","is_ca":true},{"name":"P.R. Selvaganapathy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01760580099619186,"gpt":0.2225449177208894,"spread":0.2049391167246975,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005277616,0.0003059854,0.0003920039,0.000337695,0.0002200039,0.0002515883,0.0005769053,0.0006164268,0.0009339637],"category_scores_gemma":[0.0008613721,0.0002702634,0.0001892182,0.0001808406,0.0002736538,0.0003837914,0.000295989,0.0003745477,0.0005074111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006254466,"about_ca_system_score_gemma":0.000272554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005299347,"about_ca_topic_score_gemma":0.0009327635,"domain_scores_codex":[0.999355,0.00007208655,0.00004186378,0.0001544007,0.0003334415,0.00004320714],"domain_scores_gemma":[0.999426,0.0003024236,0.00009291309,0.00006118661,0.00008966847,0.00002773781],"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":[0.00007172093,0.00001859158,0.0001148895,0.0001009981,0.000008634904,0.00003700326,0.00001487098,0.0002942799,0.9818913,0.0003681718,0.0004496926,0.01662975],"study_design_scores_gemma":[0.00001446954,0.0001541055,0.0005789944,0.0000067948,0.00001805162,0.0001901154,0.000005699575,0.00480114,0.9825738,0.0001493411,0.01149096,0.00001657186],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.203404,0.01140653,0.763922,0.0009666925,0.0009669134,0.0007869888,0.002592113,0.007105832,0.008848821],"genre_scores_gemma":[0.4959563,0.002168593,0.4933777,0.0008194879,0.0001684827,0.0006217316,0.000701234,0.0001318153,0.006054711],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0009339637,"threshold_uncertainty_score":0.00453794,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}