{"meta":{"query_hash":"ef4af9ce2149","filters":{"venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B"},"cohort_total":21,"direct_labels_cover":0,"predictions_cover":21,"exported":21,"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/ef4af9ce2149","api":"https://metacan.xera.ac/api/v1/cohort?venue=Volume+13%3A+Nano-Manufacturing+Technology%3B+and+Micro+and+Nano+Systems%2C+Parts+A+and+B"},"results":[{"id":"W1994566929","doi":"10.1115/imece2008-68042","title":"Analysis of the Orbits of Electrostatic MEMS Resonators","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":2,"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 Waterloo","funders":"","keywords":"Resonator; Partial differential equation; Microbeam; Boundary value problem; Ordinary differential equation; Differential equation; Physics; Smoothness; Mathematical analysis; Classical mechanics; Mathematics; Optics","score_opus":0.006582722597697043,"score_gpt":0.18968309503858433,"score_spread":0.18310037244088728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994566929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8636293,0.00037010564,0.12824367,0.00021525586,0.000021513179,0.000025310626,0.00004608979,0.000101296195,0.0073474864],"genre_scores_gemma":[0.99351865,0.00008261842,0.0050263167,0.000010577799,0.0000058952696,0.000014520734,0.000021338376,0.000013286272,0.0013066772],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99995935,0.0000073645747,0.0000014103634,0.000007261677,0.000016579208,0.0000080693035],"domain_scores_gemma":[0.9999019,0.000039332994,0.000021720207,0.000010530115,0.000014948181,0.000011604832],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000114028284,0.00020702818,0.0002579415,0.00028516946,0.0003535429,0.00025074772,0.00025146187,0.00043637934,0.0007141114],"category_scores_gemma":[0.00046670038,0.00016232494,0.00027449994,0.00009038815,0.0005357476,0.00029266547,0.00034738192,0.00021102687,0.00011005378],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000071102266,0.00003253586,0.0027464244,0.00005602612,0.000030448558,0.00033282975,0.00019568189,0.88365185,0.069880545,0.035932317,0.000336489,0.006733764],"study_design_scores_gemma":[0.000003873664,0.000013046875,0.0003957826,0.0000020890354,0.0000020386046,0.000026660617,0.000013536389,0.99686146,0.0011454829,0.0013580878,0.00017409012,0.000003931605],"about_ca_topic_score_codex":0.0031739648,"about_ca_topic_score_gemma":0.0012055029,"teacher_disagreement_score":0.0031739648,"about_ca_system_score_codex":0.00039891008,"about_ca_system_score_gemma":0.0003351018,"threshold_uncertainty_score":0.0063109994},"labels":[],"label_agreement":null},{"id":"W2002308892","doi":"10.1115/imece2008-66728","title":"A Study of Subharmonic Excitation of Mechanically Coupled Microbeams for Filtration","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Advanced Fiber Optic Sensors","field":"Engineering","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 Waterloo","funders":"","keywords":"Galerkin method; Microbeam; Nonlinear system; Discretization; Band-pass filter; Excitation; Physics; Control theory (sociology); Coupling (piping); Filter (signal processing); Acoustics; Mathematical analysis; Mathematics; Computer science; Optics; Engineering; Mechanical engineering","score_opus":0.013814747091000565,"score_gpt":0.21028877604633417,"score_spread":0.1964740289553336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002308892","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9147502,0.00048130465,0.081578426,0.00013444455,0.000034788667,0.000032721255,0.000016969103,0.00010640288,0.0028647194],"genre_scores_gemma":[0.98570746,0.00014164152,0.01313782,0.000028909431,0.0000074098293,0.000018713634,0.000011726373,0.000014878648,0.0009314719],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997634,0.000037724174,0.0000062082127,0.00004383942,0.000104099505,0.000044779474],"domain_scores_gemma":[0.99966383,0.00017151792,0.00007719632,0.000027215676,0.000027710354,0.00003240985],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033746636,0.00030074277,0.0004110893,0.0001395743,0.00028509196,0.000343382,0.00043135282,0.000593287,0.0006770371],"category_scores_gemma":[0.00059054943,0.00023304272,0.00028376997,0.000108719076,0.00046435313,0.00043476516,0.00033015714,0.00034652487,0.00019846502],"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":[0.00005590404,0.000047531328,0.0004178473,0.00006334456,0.000012531672,0.00015340491,0.00012538565,0.012181837,0.97968906,0.0035526303,0.00005522361,0.00364536],"study_design_scores_gemma":[0.000033957593,0.00056963286,0.0025241496,0.00001434483,0.000026099508,0.00016853657,0.00008465254,0.30801213,0.6849322,0.0012150174,0.0023843965,0.00003497917],"about_ca_topic_score_codex":0.0006154698,"about_ca_topic_score_gemma":0.00070939993,"teacher_disagreement_score":0.0006770371,"about_ca_system_score_codex":0.0005066801,"about_ca_system_score_gemma":0.00023693078,"threshold_uncertainty_score":0.0036762953},"labels":[],"label_agreement":null},{"id":"W2013949222","doi":"10.1115/imece2008-68328","title":"Effect of Electrode Shape on Droplet Actuation in Electrowetting-Based Microfluidics","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Electrowetting and Microfluidic Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Electrowetting; Microfluidics; Electrode; Digital microfluidics; Laplace's equation; Materials science; Electric field; Mechanics; Acceleration; Contact angle; Physics; Classical mechanics; Nanotechnology; Composite material; Boundary value problem","score_opus":0.004588098607056851,"score_gpt":0.18980743586814358,"score_spread":0.18521933726108672,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013949222","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98333055,0.0018004247,0.011726396,0.00014732186,0.00013407644,0.000046243622,0.00006476016,0.00013108389,0.002619069],"genre_scores_gemma":[0.991823,0.0012358624,0.005967464,0.00012095067,0.000027918903,0.000016070211,0.000052446438,0.00004619659,0.0007101663],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996445,0.000065730055,0.000027592576,0.00005042602,0.00016061893,0.000051000337],"domain_scores_gemma":[0.9990446,0.0006268418,0.00010808284,0.000057202076,0.00011111842,0.000052064166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003518305,0.0004472519,0.00036628058,0.0001792502,0.00025355324,0.0008576465,0.00044918072,0.0005440141,0.0005036672],"category_scores_gemma":[0.0018687182,0.00038223324,0.00026125408,0.00023267085,0.0003725725,0.00067043805,0.00033504367,0.0003111007,0.00026721213],"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":[0.00018280052,0.000041284937,0.00025790243,0.0000564647,0.000008256617,0.0002612595,0.000052761,0.0012683022,0.9899041,0.0001973936,0.000052164767,0.0077171954],"study_design_scores_gemma":[0.00003378068,0.00033401774,0.0014932599,0.000008520226,0.000021360709,0.00022241774,0.000039634087,0.0057696747,0.99100035,0.000111140434,0.00094951695,0.000016269149],"about_ca_topic_score_codex":0.00027996372,"about_ca_topic_score_gemma":0.0005109544,"teacher_disagreement_score":0.0008576465,"about_ca_system_score_codex":0.00022285918,"about_ca_system_score_gemma":0.00019734226,"threshold_uncertainty_score":0.0018606782},"labels":[],"label_agreement":null},{"id":"W2014033038","doi":"10.1115/imece2008-68965","title":"Nonlinear Feedback Control and Dynamics of an Electrostatically Actuated Microbeam Filter","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":5,"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 Waterloo","funders":"","keywords":"Microbeam; Nonlinear system; Control theory (sociology); Filter (signal processing); Physics; Computer science; Optics; Control (management)","score_opus":0.005027260016330745,"score_gpt":0.18728373611750654,"score_spread":0.1822564761011758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014033038","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34465095,0.00037211934,0.6457998,0.00031286455,0.00009971845,0.000054727036,0.00007559284,0.0003519045,0.008282195],"genre_scores_gemma":[0.9841882,0.00013432179,0.012415309,0.000027401238,0.00001144119,0.0000508418,0.0000175589,0.000008434596,0.0031464205],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999385,0.000007039629,0.0000022260133,0.000018584366,0.000024947918,0.000008681663],"domain_scores_gemma":[0.99992895,0.000022654309,0.000020896417,0.00000518256,0.000017068402,0.0000053084927],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001089982,0.0002591874,0.00023985351,0.000109574816,0.0002584809,0.00033631432,0.00043798587,0.0004404125,0.0007810456],"category_scores_gemma":[0.0002702013,0.00012790154,0.00020428162,0.00006466203,0.00036428103,0.000295138,0.0002611196,0.0002280705,0.00012121457],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014825142,0.000052678595,0.00071280554,0.00014262095,0.000035688474,0.00020763042,0.00019977699,0.5883194,0.37275177,0.015624818,0.00042103368,0.021383476],"study_design_scores_gemma":[0.0000108964205,0.000053176904,0.00023015238,0.0000035928094,0.000006742791,0.0000152415705,0.00001037067,0.9884545,0.010175735,0.0004537955,0.00057952944,0.0000063537173],"about_ca_topic_score_codex":0.004462148,"about_ca_topic_score_gemma":0.0028150787,"teacher_disagreement_score":0.004462148,"about_ca_system_score_codex":0.00041635774,"about_ca_system_score_gemma":0.00040603083,"threshold_uncertainty_score":0.00887239},"labels":[],"label_agreement":null},{"id":"W2016911777","doi":"10.1115/imece2008-68061","title":"A Hybrid PD-Fuzzy Controller for Atomic Force Microscopes","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Force Microscopy Techniques and Applications","field":"Physics and Astronomy","cited_by":0,"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 Waterloo","funders":"","keywords":"Fuzzy logic; Control theory (sociology); Fuzzy control system; Atomic force microscopy; Controller (irrigation); Bandwidth (computing); Computer science; Bounded function; Control engineering; Engineering; Mathematics; Artificial intelligence; Control (management); Materials science; Nanotechnology","score_opus":0.007799727931328615,"score_gpt":0.22542652873302646,"score_spread":0.21762680080169786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016911777","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018852742,0.00043494726,0.97476,0.00012895747,0.00016109341,0.00009439428,0.000033185508,0.00096995954,0.004564751],"genre_scores_gemma":[0.7318945,0.00024838635,0.259396,0.00022531573,0.00007268105,0.00028101847,0.000059421498,0.000036398465,0.0077863587],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996753,0.000033464938,0.000017980366,0.00007264306,0.00017875723,0.000021883805],"domain_scores_gemma":[0.999798,0.00007072569,0.000017579634,0.000019579018,0.00007937326,0.000014806317],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031105767,0.00039724546,0.00035229116,0.0002309696,0.0003682895,0.00054275786,0.0009433366,0.0009193784,0.0016443509],"category_scores_gemma":[0.0005847979,0.0001616734,0.00024401795,0.00012729781,0.0002642308,0.00034399275,0.0003822675,0.00059511146,0.00040947628],"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":[0.00063813385,0.0002736398,0.0007794775,0.00051257527,0.000104052204,0.00054372847,0.00025114958,0.19639318,0.30009452,0.014908729,0.00444922,0.48105162],"study_design_scores_gemma":[0.00012217017,0.0005527924,0.0006494584,0.00002704103,0.000028945376,0.00028714276,0.000024703764,0.9394668,0.045572728,0.002553024,0.010673701,0.000041474756],"about_ca_topic_score_codex":0.0012839076,"about_ca_topic_score_gemma":0.0014035993,"teacher_disagreement_score":0.0016443509,"about_ca_system_score_codex":0.00029097695,"about_ca_system_score_gemma":0.0003371358,"threshold_uncertainty_score":0.005500853},"labels":[],"label_agreement":null},{"id":"W2020509895","doi":"10.1115/imece2008-68831","title":"Multi-Step Dynamic Control for Enhanced Electrokinetic Transport Characteristics in Microchip Capillary Electrophoresis","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":0,"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 Waterloo","funders":"","keywords":"Electrokinetic phenomena; Spark plug; Microfluidics; Electrophoresis; Diffusion; Materials science; Separation (statistics); Capillary electrophoresis; Sample (material); Capillary action; Computer science; Biological system; Chromatography; Chemistry; Nanotechnology; Mechanical engineering; Engineering","score_opus":0.004681610717456087,"score_gpt":0.18318234398802233,"score_spread":0.17850073327056623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020509895","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12301342,0.0010753324,0.8703879,0.00019966514,0.000071314564,0.00015659227,0.000069407,0.00065484474,0.0043714996],"genre_scores_gemma":[0.82348114,0.00081558176,0.17143802,0.000051464398,0.000011745177,0.00026591317,0.000052478445,0.000046355806,0.0038372965],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998054,0.000027771055,0.0000074910054,0.00003470849,0.000107356565,0.000017301687],"domain_scores_gemma":[0.9998565,0.00007582481,0.000021279075,0.000013488575,0.000027507509,0.000005381188],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028583227,0.00040665662,0.00032924776,0.00017411598,0.0002261198,0.0004360022,0.00087834615,0.0005154727,0.00043743075],"category_scores_gemma":[0.0005273495,0.00020230298,0.00031644566,0.00017036033,0.00038713973,0.00048810715,0.00031415958,0.00042683136,0.00013429203],"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":[0.00008428318,0.0001255521,0.00055970496,0.00024723654,0.000018131743,0.00021477847,0.0001613456,0.40747187,0.5405701,0.020592341,0.0005017154,0.029452972],"study_design_scores_gemma":[0.0000062800714,0.00004109236,0.00012563089,0.0000033050817,0.0000031163413,0.000033343906,0.0000040834975,0.9648998,0.033340786,0.00045042834,0.0010830325,0.00000907141],"about_ca_topic_score_codex":0.0015897676,"about_ca_topic_score_gemma":0.0014206262,"teacher_disagreement_score":0.0015897676,"about_ca_system_score_codex":0.000628989,"about_ca_system_score_gemma":0.0005278549,"threshold_uncertainty_score":0.004563689},"labels":[],"label_agreement":null},{"id":"W2033901622","doi":"10.1115/imece2008-67832","title":"Nanohole Arrays as Optical and Fluidic Elements for Sensing","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Plasmonic and Surface Plasmon Research","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 Victoria","funders":"British Columbia Knowledge Development Fund; BC Cancer Agency; Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Fluidics; Nanotechnology; Substrate (aquarium); Optoelectronics; Layer (electronics); Microfluidics; Electrical engineering; Engineering","score_opus":0.012732540664648021,"score_gpt":0.21741878308710932,"score_spread":0.2046862424224613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033901622","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44247255,0.041272424,0.45805416,0.0028694677,0.0015646076,0.0004631159,0.00035969538,0.0019373157,0.05100671],"genre_scores_gemma":[0.827698,0.007151504,0.15368462,0.0003726408,0.00014752016,0.00012822251,0.000099602235,0.000076224336,0.010641826],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997303,0.000059043396,0.00001036606,0.000046992984,0.00012468686,0.000028682955],"domain_scores_gemma":[0.9998541,0.00006188231,0.000020324831,0.000021306276,0.00002799522,0.00001431967],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003136562,0.0002287757,0.00016516699,0.0003109797,0.00023551974,0.0005730535,0.00041175037,0.00054146507,0.0012115268],"category_scores_gemma":[0.00041410865,0.0001998337,0.00011730149,0.00017780361,0.0005089265,0.0010871886,0.0003715572,0.00032867983,0.00039905732],"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":[0.00006764624,0.000064683816,0.00028878349,0.00023642763,0.000009289068,0.000107787295,0.00015255659,0.0017493912,0.8954155,0.05764626,0.0012882587,0.04297337],"study_design_scores_gemma":[0.000040705665,0.0002688281,0.0005784178,0.000030458163,0.00002049069,0.00039256018,0.00009618738,0.020291464,0.88230675,0.013706089,0.08222931,0.00003875548],"about_ca_topic_score_codex":0.00023105882,"about_ca_topic_score_gemma":0.00042737366,"teacher_disagreement_score":0.0012115268,"about_ca_system_score_codex":0.00030769262,"about_ca_system_score_gemma":0.00015862094,"threshold_uncertainty_score":0.004052937},"labels":[],"label_agreement":null},{"id":"W2047140567","doi":"10.1115/imece2008-68600","title":"Dynamic Behaviour of a MEMS-Gyroscope Subjected to Stochastic Angular Rate Perturbations","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","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":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Gyroscope; Spectral density; Control theory (sociology); Parametric statistics; Stability (learning theory); Physics; Vibrating structure gyroscope; Noise (video); Angular velocity; Stochastic process; Mathematics; Classical mechanics; Computer science; Statistics; Quantum mechanics","score_opus":0.007364938012943211,"score_gpt":0.21289541133053416,"score_spread":0.20553047331759094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047140567","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9847697,0.00008065389,0.014095346,0.00008525721,0.000011843538,0.000014650266,0.00003192234,0.00008999891,0.0008205572],"genre_scores_gemma":[0.9987962,0.000026605429,0.0008633701,0.000008963311,0.0000021832295,0.0000060287343,0.00001602064,0.0000069967896,0.0002735614],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999801,0.000041851716,0.000009926746,0.000035321616,0.00008146187,0.000030559506],"domain_scores_gemma":[0.9995578,0.00022126215,0.000081220074,0.0000373749,0.00006485694,0.000037411697],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031056756,0.0002951633,0.000450947,0.00025881355,0.00034572222,0.00042016647,0.00019153062,0.0004386235,0.000641805],"category_scores_gemma":[0.0013101359,0.0001388764,0.00018963602,0.00014489277,0.00072993763,0.0003092283,0.0003790462,0.00025598716,0.00010445609],"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":[0.0008734356,0.00007136653,0.0072993524,0.0001237502,0.0000708379,0.0010881142,0.0008238162,0.14664657,0.8269543,0.0033367297,0.0002518072,0.012459865],"study_design_scores_gemma":[0.000023479635,0.00038300423,0.012763703,0.000017342245,0.000019358817,0.00022927081,0.00017243995,0.8695653,0.11534335,0.00088422216,0.00056561915,0.000032876735],"about_ca_topic_score_codex":0.0010475238,"about_ca_topic_score_gemma":0.0006890985,"teacher_disagreement_score":0.0010475238,"about_ca_system_score_codex":0.00030167119,"about_ca_system_score_gemma":0.00020253129,"threshold_uncertainty_score":0.0021888018},"labels":[],"label_agreement":null},{"id":"W2050361614","doi":"10.1115/imece2008-67379","title":"Design of a Wide-Band Energy Harvester","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Innovative Energy Harvesting Technologies","field":"Engineering","cited_by":0,"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 Waterloo","funders":"","keywords":"Bandwidth (computing); Piecewise linear function; Computer science; Vibration; Architecture; Piecewise; Sweep frequency response analysis; Electronic engineering; Frequency band; Acoustics; Physics; Engineering; Telecommunications; Mathematics","score_opus":0.014420946550051219,"score_gpt":0.18321515595345594,"score_spread":0.16879420940340473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050361614","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15629695,0.0005863264,0.83332413,0.00035161825,0.00014050002,0.00014688289,0.00008011897,0.0010673772,0.008006088],"genre_scores_gemma":[0.7053713,0.0003291612,0.28960693,0.00013394991,0.000037906535,0.00014682759,0.0000572406,0.000037506594,0.004279123],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99989295,0.000010694223,0.0000054542875,0.00003297466,0.0000464945,0.000011439117],"domain_scores_gemma":[0.99990594,0.000017670098,0.000020743211,0.000015511549,0.000031384137,0.000008806125],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014619982,0.00020341767,0.00028236635,0.00015228344,0.00017458029,0.0003379387,0.0007236366,0.00042502294,0.0011082677],"category_scores_gemma":[0.00018034085,0.00017754153,0.00017153965,0.000114719856,0.00022896903,0.00053000083,0.00030695807,0.00029261387,0.0005207786],"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":[0.00007845424,0.000041217685,0.00035542998,0.00017096478,0.000041651558,0.00012963914,0.00006645257,0.021490807,0.9189358,0.009766387,0.00046752524,0.048455816],"study_design_scores_gemma":[0.000110858964,0.0009110043,0.00174108,0.000034388682,0.00009518065,0.00064744207,0.00005030312,0.46104366,0.5072799,0.004128122,0.023904473,0.00005365495],"about_ca_topic_score_codex":0.00010417628,"about_ca_topic_score_gemma":0.00015805764,"teacher_disagreement_score":0.0011082677,"about_ca_system_score_codex":0.00022160754,"about_ca_system_score_gemma":0.00019566836,"threshold_uncertainty_score":0.0037074685},"labels":[],"label_agreement":null},{"id":"W2057680014","doi":"10.1115/imece2008-68081","title":"A Linearly Tunable MEMS Capacitor With Segmented Electrode and Enhanced Structure","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University; University of Waterloo","funders":"","keywords":"Capacitor; Capacitance; Cantilever; Microelectromechanical systems; Stiffness; Materials science; Linearity; Voltage; Electrode; Node (physics); Electronic engineering; Optoelectronics; Structural engineering; Electrical engineering; Engineering; Physics; Composite material","score_opus":0.004519845598679709,"score_gpt":0.16963657380590905,"score_spread":0.16511672820722934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057680014","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8190392,0.0027268177,0.15402809,0.0014439606,0.00048139069,0.00011069133,0.00042124954,0.0011135016,0.020635081],"genre_scores_gemma":[0.9184219,0.00041392384,0.0742632,0.00026841226,0.00007695585,0.000039681912,0.0001247519,0.00003882713,0.0063522463],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99982554,0.000013759777,0.0000047929866,0.000038196427,0.00009121963,0.000026551566],"domain_scores_gemma":[0.9998903,0.000022761493,0.000018394574,0.000012025321,0.00003271728,0.000023908273],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011115306,0.00022997921,0.00023087053,0.00016128753,0.00027262935,0.0003818117,0.0011397103,0.0008292245,0.0011385053],"category_scores_gemma":[0.00022045958,0.00015309193,0.00017097383,0.00032468865,0.00024242622,0.000554689,0.00035350616,0.00029249451,0.00038853902],"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":[0.000048971215,0.000017604,0.00010811179,0.00006240517,0.000011951788,0.00022772222,0.00001796813,0.0020598941,0.9883228,0.0010139821,0.00044694362,0.0076616183],"study_design_scores_gemma":[0.00010627082,0.0005624831,0.001689392,0.000010443548,0.000048638645,0.001205539,0.00003853035,0.08462857,0.89857006,0.0005407346,0.012527604,0.00007166353],"about_ca_topic_score_codex":0.00075450196,"about_ca_topic_score_gemma":0.001720846,"teacher_disagreement_score":0.0011397103,"about_ca_system_score_codex":0.00044549626,"about_ca_system_score_gemma":0.00034706845,"threshold_uncertainty_score":0.0038086772},"labels":[],"label_agreement":null},{"id":"W2059545751","doi":"10.1115/imece2008-68066","title":"A Test Setup for Evaluation of Harmonic Distortions in Precision Inertial Sensors","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Advanced Measurement and Metrology Techniques","field":"Engineering","cited_by":1,"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 Calgary","funders":"","keywords":"Computer science; Nonlinear system; Superposition principle; Key (lock); Electronic engineering; Control engineering; Engineering","score_opus":0.021790133011269062,"score_gpt":0.23997082914523213,"score_spread":0.21818069613396307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059545751","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7897524,0.00036507208,0.20108381,0.00019182153,0.000208176,0.000977079,0.0008734086,0.0015820945,0.0049662394],"genre_scores_gemma":[0.90681016,0.00011728358,0.09057821,0.000054523367,0.000018480097,0.0004797267,0.00031030516,0.000059333073,0.0015720282],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993179,0.00011161854,0.000050712548,0.00009766341,0.00035062162,0.00007147348],"domain_scores_gemma":[0.9989305,0.0002855006,0.0001576227,0.00029254123,0.000247537,0.00008619698],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005514562,0.00062037975,0.00032965452,0.00053752353,0.00038803965,0.0002504259,0.00081637007,0.0006840442,0.002502549],"category_scores_gemma":[0.0012942823,0.00023371674,0.00023868983,0.0003763357,0.00042746883,0.0003689723,0.00053478335,0.0003652004,0.00052676373],"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":[0.0002908288,0.00010212332,0.0015745763,0.00018537647,0.000012069494,0.00019609033,0.00012649463,0.002139575,0.9785308,0.0011343302,0.000376752,0.015331133],"study_design_scores_gemma":[0.00010086292,0.003975016,0.009102371,0.000026001702,0.00003043922,0.00046331986,0.00007231855,0.01006677,0.9714595,0.00027908594,0.004379057,0.00004533376],"about_ca_topic_score_codex":0.0003712074,"about_ca_topic_score_gemma":0.00055898563,"teacher_disagreement_score":0.002502549,"about_ca_system_score_codex":0.00033743083,"about_ca_system_score_gemma":0.0003737001,"threshold_uncertainty_score":0.00837189},"labels":[],"label_agreement":null},{"id":"W2068411843","doi":"10.1115/imece2008-69171","title":"The Formulation of a Comprehensive Mass and Energy Balance Equation","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Experimental and Theoretical Physics Studies","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Balance (ability); Conservation of energy; Gravitation; Newton's laws of motion; Momentum (technical analysis); Physical law; Scale (ratio); Conservation law; Energy (signal processing); Energy–momentum relation; Classical mechanics; Physics; Theoretical physics","score_opus":0.009485932328846305,"score_gpt":0.20385691761635588,"score_spread":0.19437098528750957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068411843","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016779777,0.004073349,0.78864443,0.011200593,0.0013492049,0.0002245591,0.0027614313,0.00018641884,0.1747803],"genre_scores_gemma":[0.43999597,0.008229483,0.34347785,0.0054114386,0.0026442145,0.001330673,0.0028557125,0.0003706669,0.19568391],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994081,0.00014125937,0.000038092865,0.00014016195,0.00021748328,0.00005487486],"domain_scores_gemma":[0.9996722,0.00012406403,0.000045667424,0.00002371546,0.000112058464,0.000022424476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008592882,0.0008401918,0.0008910954,0.00077885005,0.0007035013,0.0018160285,0.0017475362,0.002477609,0.0102763055],"category_scores_gemma":[0.0013810206,0.0004409048,0.00093657325,0.0007183542,0.0011652563,0.002966471,0.0019221086,0.002455692,0.0020829183],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010891588,0.000025294594,0.00037111974,0.00013099388,0.000019655876,0.00019696323,0.00023482762,0.046641972,0.0012947554,0.93046755,0.00938326,0.011222637],"study_design_scores_gemma":[0.0000272659,0.000058991875,0.0007226206,0.00012023742,0.00002160915,0.00024858935,0.00013959855,0.23589586,0.0004681233,0.68871886,0.0735248,0.000053466734],"about_ca_topic_score_codex":0.0054086545,"about_ca_topic_score_gemma":0.003195334,"teacher_disagreement_score":0.0102763055,"about_ca_system_score_codex":0.0014090999,"about_ca_system_score_gemma":0.0017614288,"threshold_uncertainty_score":0.034377694},"labels":[],"label_agreement":null},{"id":"W2068767744","doi":"10.1115/imece2008-67955","title":"Polymeric Micro/Nanofiber Manufacturing and Mechanical Characterization","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":0,"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 Toronto","funders":"Pennsylvania Department of Community and Economic Development","keywords":"Materials science; Fabrication; Polystyrene; Polymer; Nanofiber; Characterization (materials science); Fiber; PLGA; Layer (electronics); Composite material; Nanotechnology; Substrate (aquarium); Nanoscopic scale; Layer by layer; Nanoparticle","score_opus":0.006781020325081843,"score_gpt":0.17880498015298738,"score_spread":0.17202395982790553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068767744","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7327479,0.0027425133,0.25079787,0.00030734838,0.00015966402,0.001666038,0.0021896963,0.001877273,0.0075115813],"genre_scores_gemma":[0.5740672,0.0027981293,0.4125597,0.00016093308,0.000063390056,0.0018693248,0.0018432452,0.00022607864,0.0064120158],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99969304,0.000023919245,0.000035460023,0.000087137065,0.0001296014,0.000030789695],"domain_scores_gemma":[0.9995547,0.00008870481,0.00011775957,0.00008539196,0.00013102734,0.000022357677],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047107754,0.00051495363,0.00022450517,0.0008568983,0.0003848189,0.00019177239,0.0003026645,0.0003271801,0.0012420221],"category_scores_gemma":[0.00044538843,0.00018066546,0.00021388043,0.00032088146,0.0002677178,0.0003045012,0.00019663115,0.00040280476,0.00066845986],"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":[0.000004622129,0.000010548403,0.00006093753,0.00002590507,0.0000012662581,0.00003227525,0.000013091093,0.00009239966,0.9973538,0.00006332688,0.00002529118,0.0023165438],"study_design_scores_gemma":[0.000002433872,0.000091717135,0.0014516029,0.0000062820786,0.0000044907556,0.000095063355,0.000010833826,0.00092050823,0.99509525,0.000041878106,0.0022741302,0.00000582548],"about_ca_topic_score_codex":0.0005931677,"about_ca_topic_score_gemma":0.0011758528,"teacher_disagreement_score":0.0012420221,"about_ca_system_score_codex":0.00022989853,"about_ca_system_score_gemma":0.00022218088,"threshold_uncertainty_score":0.0041549206},"labels":[],"label_agreement":null},{"id":"W2069137233","doi":"10.1115/imece2008-67553","title":"Static and Dynamic Analysis of a Bistable Micro-Actuator","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":5,"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 Waterloo","funders":"","keywords":"Control theory (sociology); Bistability; Equilibrium point; Linearization; Controller (irrigation); Beam (structure); Voltage; Actuator; Operating point; Galerkin method; Stability (learning theory); Mechanics; Physics; Engineering; Computer science; Nonlinear system; Optics; Electronic engineering","score_opus":0.0067922653462671395,"score_gpt":0.19806176721920024,"score_spread":0.1912695018729331,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069137233","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9006412,0.00037587134,0.08148872,0.00023181176,0.000031239037,0.00004516833,0.00017285242,0.00034376857,0.016669335],"genre_scores_gemma":[0.99419516,0.00006886055,0.0028014493,0.000019408142,0.0000031007542,0.000021386655,0.00004276171,0.000010410814,0.0028375157],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99993837,0.000006199406,0.0000019687272,0.000010939602,0.000032149594,0.000010274884],"domain_scores_gemma":[0.9999248,0.000032189902,0.000009984156,0.0000067192314,0.00001785661,0.000008427925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009304039,0.00017367276,0.00020202174,0.00020250387,0.00020702326,0.00025225358,0.00026648957,0.0003171884,0.0027308266],"category_scores_gemma":[0.00019425778,0.00011449603,0.00016455802,0.00010998307,0.0002629466,0.00020022679,0.0001716172,0.00016898484,0.00029151206],"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":[0.00020441317,0.000055389053,0.0014377855,0.00013470129,0.00004041721,0.0005610033,0.00017209786,0.1830275,0.7813159,0.009000784,0.0005197991,0.023530142],"study_design_scores_gemma":[0.0000072281823,0.000095966796,0.0024187746,0.000004926156,0.000005902357,0.000068124675,0.00003692574,0.96758705,0.028398708,0.00065626984,0.0007077062,0.000012486248],"about_ca_topic_score_codex":0.0014828623,"about_ca_topic_score_gemma":0.0010912664,"teacher_disagreement_score":0.0027308266,"about_ca_system_score_codex":0.00025002056,"about_ca_system_score_gemma":0.00021924735,"threshold_uncertainty_score":0.009135485},"labels":[],"label_agreement":null},{"id":"W2069186520","doi":"10.1115/imece2008-66292","title":"Experimental Analysis of Vibration of Micromachined Resonators","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University; University of Toronto","funders":"","keywords":"Resonator; Beam (structure); Vibration; Inertia; Microelectromechanical systems; Resonance (particle physics); Residual stress; Surface micromachining; Comb drive; Materials science; Acoustics; Range (aeronautics); Stress (linguistics); Excitation; Mechanics; Physics; Engineering; Optics; Optoelectronics; Classical mechanics; Electrical engineering; Atomic physics; Fabrication","score_opus":0.007542178834546256,"score_gpt":0.2036079983362171,"score_spread":0.19606581950167085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069186520","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99452895,0.0001549661,0.0039913873,0.000042492917,0.00002898923,0.00004965879,0.00015593936,0.00007268748,0.0009748971],"genre_scores_gemma":[0.9943481,0.00008609739,0.0048426026,0.000012977717,0.000015168813,0.000038436563,0.00011867035,0.000011524955,0.0005264321],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993079,0.00006265679,0.000047774407,0.00017690758,0.0003100014,0.00009476914],"domain_scores_gemma":[0.9991454,0.00037473877,0.00009318663,0.00015331984,0.00018350998,0.000049851864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004935062,0.000576061,0.00043986642,0.00027093265,0.00045097517,0.00019654812,0.00052796357,0.00073672895,0.0018083414],"category_scores_gemma":[0.00091754465,0.00023646206,0.0002794469,0.00024549232,0.00059840095,0.0002798783,0.00033714334,0.00042650983,0.00019359915],"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":[0.00012090855,0.000060254344,0.0005784516,0.00007378891,0.000006929682,0.000071536,0.00015342119,0.0005651978,0.996209,0.000078157085,0.000042433865,0.0020399953],"study_design_scores_gemma":[0.00007946134,0.002534935,0.019803394,0.000016678383,0.000024382334,0.00019948669,0.00015429051,0.008892237,0.9670165,0.00007736809,0.0011704798,0.00003080347],"about_ca_topic_score_codex":0.00044499055,"about_ca_topic_score_gemma":0.00054042763,"teacher_disagreement_score":0.0018083414,"about_ca_system_score_codex":0.00029504768,"about_ca_system_score_gemma":0.00016045936,"threshold_uncertainty_score":0.006049514},"labels":[],"label_agreement":null},{"id":"W2076644318","doi":"10.1115/imece2008-68798","title":"Design and Characterization of a Polymeric Photo-Thermal Microgripper for Micromanipulation","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":1,"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 Waterloo","funders":"","keywords":"Grippers; Materials science; Thermal; Deflection (physics); Laser; Finite element method; Polymer; Composite material; Absorption (acoustics); Mechanical engineering; Optics; Structural engineering; Engineering","score_opus":0.01203246204480217,"score_gpt":0.19204240981338824,"score_spread":0.1800099477685861,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076644318","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7887888,0.000708457,0.20447515,0.00015424288,0.00006585235,0.00023969592,0.00022826098,0.00093456334,0.004404995],"genre_scores_gemma":[0.93226767,0.00015151632,0.0652204,0.000036489077,0.00000985792,0.0001240964,0.00010619581,0.000037289436,0.0020464158],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99981934,0.00000998738,0.000008186752,0.00004070976,0.00010041306,0.000021386779],"domain_scores_gemma":[0.99967337,0.00007017606,0.00010758374,0.000049905615,0.000068066154,0.000030891766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015388589,0.00033630632,0.00029596276,0.0001707498,0.0001923839,0.00027893024,0.0005045283,0.0005207977,0.000859803],"category_scores_gemma":[0.00034798452,0.0002466271,0.00021398831,0.0000966649,0.00018647773,0.0002920431,0.00014326615,0.00020514063,0.0003399962],"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":[0.000025407764,0.00001609591,0.0002890217,0.000077761324,0.0000088308225,0.00015467577,0.00002102885,0.005903886,0.9886382,0.00023465567,0.0000745625,0.0045558936],"study_design_scores_gemma":[0.000038255002,0.00095422094,0.0051471796,0.000014790915,0.000044106382,0.0007608246,0.000020551945,0.073921025,0.91261584,0.00017875426,0.006275083,0.000029444634],"about_ca_topic_score_codex":0.00033328353,"about_ca_topic_score_gemma":0.0004156374,"teacher_disagreement_score":0.000859803,"about_ca_system_score_codex":0.0002718828,"about_ca_system_score_gemma":0.00035102223,"threshold_uncertainty_score":0.0028762817},"labels":[],"label_agreement":null},{"id":"W2093491278","doi":"10.1115/imece2008-68090","title":"Development of a Linearly Tunable Modified Butterfly-Shape MEMS Capacitor","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University; University of Waterloo","funders":"","keywords":"Capacitor; Microelectromechanical systems; Capacitance; Electrode; Stiffness; Voltage; Materials science; Actuator; Acoustics; Optoelectronics; Electrical engineering; Physics; Engineering; Composite material","score_opus":0.014148897788675733,"score_gpt":0.19351652003641495,"score_spread":0.17936762224773922,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093491278","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68601954,0.0016919279,0.29185244,0.00076878426,0.0003971707,0.00020008477,0.00039660596,0.0014422846,0.017231097],"genre_scores_gemma":[0.83067507,0.0005474753,0.16099879,0.00016873264,0.000040888088,0.00006824668,0.00018282108,0.00006760659,0.007250249],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998932,0.0000053972262,0.0000038051446,0.000024478111,0.000058294103,0.0000148530835],"domain_scores_gemma":[0.99991953,0.000013098012,0.0000149712005,0.000012365874,0.000023834937,0.000016137956],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007234459,0.0002346807,0.00018617358,0.00013484868,0.00017826178,0.00025943143,0.0010008381,0.00050569413,0.0011737322],"category_scores_gemma":[0.00014963123,0.00017910975,0.00022444782,0.00017599124,0.0001992574,0.0003597133,0.00030254794,0.00037635578,0.0005161483],"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":[0.000019184823,0.0000132630585,0.00010684354,0.000057778765,0.00000918749,0.00012826482,0.00001837313,0.0029375642,0.9851295,0.0008375931,0.00026350608,0.010478989],"study_design_scores_gemma":[0.00004979803,0.0002743066,0.0009815225,0.0000070876185,0.000022809616,0.0005809957,0.000031533906,0.07734299,0.906699,0.00021442585,0.013753907,0.00004161841],"about_ca_topic_score_codex":0.0008869358,"about_ca_topic_score_gemma":0.0014419147,"teacher_disagreement_score":0.0011737322,"about_ca_system_score_codex":0.00036874902,"about_ca_system_score_gemma":0.0003078235,"threshold_uncertainty_score":0.0039265156},"labels":[],"label_agreement":null},{"id":"W2108927484","doi":"10.1115/imece2008-66517","title":"Micromechanical Resonators With Near-Linear Response","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":0,"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 Waterloo","funders":"","keywords":"Resonator; Phase response; Amplitude; Linearity; Physics; Acoustics; SIGNAL (programming language); Nonlinear system; Noise (video); Phase (matter); Materials science; Control theory (sociology); Optics; Computer science","score_opus":0.008800031200225608,"score_gpt":0.20513187565182794,"score_spread":0.19633184445160234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2108927484","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98416084,0.0009772961,0.010597997,0.0001928347,0.000030405992,0.00003321208,0.00004923204,0.00019903963,0.0037591783],"genre_scores_gemma":[0.99486536,0.0001754497,0.0038750472,0.000046072277,0.000013079905,0.000020351368,0.000019533865,0.000013734042,0.0009714026],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99949586,0.00006194414,0.000020697878,0.00011082299,0.0002293404,0.000081306796],"domain_scores_gemma":[0.9986928,0.0007811977,0.00020620876,0.00011448953,0.0001371089,0.000068199544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047452646,0.00040563583,0.0003778486,0.00017596858,0.00023612073,0.00045341664,0.00059794117,0.000645457,0.00096512726],"category_scores_gemma":[0.0017558561,0.00029969664,0.00017869899,0.00016065287,0.00056748226,0.0005242569,0.00047573406,0.0005137471,0.0004547091],"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":[0.00011823049,0.000035662684,0.00056641875,0.0000804388,0.00001238515,0.00015909984,0.00010260451,0.003405321,0.9913694,0.00143544,0.0000655859,0.0026494237],"study_design_scores_gemma":[0.000078640514,0.0006191381,0.0035709625,0.000022155446,0.000021986343,0.00037846074,0.00007501513,0.098884724,0.89390755,0.0010970467,0.0012980978,0.00004630989],"about_ca_topic_score_codex":0.0004089064,"about_ca_topic_score_gemma":0.0007279703,"teacher_disagreement_score":0.00096512726,"about_ca_system_score_codex":0.0004282264,"about_ca_system_score_gemma":0.00017901654,"threshold_uncertainty_score":0.0032286644},"labels":[],"label_agreement":null},{"id":"W2168621701","doi":"10.1115/imece2008-68851","title":"Improving Rhodamine B Fluorescence Thermometry in PDMS Microchannels by Photobleaching Absorbed Dye","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Microfluidic and Capillary Electrophoresis Applications","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 Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; King Saud University","keywords":"Photobleaching; Materials science; Fluorescence; Rhodamine 6G; Rhodamine B; Rhodamine; Microscope; Fluorophore; Temperature measurement; Microfluidics; Microscopy; Optoelectronics; Analytical Chemistry (journal); Optics; Nanotechnology; Chemistry; Chromatography","score_opus":0.004710439698334055,"score_gpt":0.1726267564748962,"score_spread":0.16791631677656213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2168621701","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9596203,0.0008174066,0.03782559,0.000088085224,0.00004288728,0.000043571345,0.00010471279,0.00028904376,0.0011684581],"genre_scores_gemma":[0.91851187,0.0012277052,0.07684568,0.000057133482,0.000016979517,0.000071484734,0.00010634801,0.00008972875,0.0030730807],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997999,0.000018116045,0.000013856157,0.00006342435,0.00006640789,0.000038360227],"domain_scores_gemma":[0.9996617,0.00011721942,0.00011607872,0.00004369397,0.000037156187,0.000024097724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035108396,0.00041208827,0.0002600783,0.00024841263,0.0002891614,0.00045270362,0.00045152404,0.00035185748,0.00066178135],"category_scores_gemma":[0.000432841,0.00037054694,0.00025654104,0.00019018905,0.0005221452,0.00052167283,0.00031355815,0.0005050099,0.0004366269],"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":[0.000020473914,0.000007027171,0.000082891056,0.00001626905,0.0000010782263,0.000018839737,0.000021856227,0.00010096257,0.9989374,0.000062851606,0.00001236653,0.00071797456],"study_design_scores_gemma":[0.000003114329,0.000022365271,0.00034118321,0.0000014398171,0.000001951261,0.000039119423,0.000006777985,0.0008661779,0.9984725,0.000011841676,0.00023002179,0.0000034881493],"about_ca_topic_score_codex":0.0018688606,"about_ca_topic_score_gemma":0.0025703313,"teacher_disagreement_score":0.0018688606,"about_ca_system_score_codex":0.000514789,"about_ca_system_score_gemma":0.00057727075,"threshold_uncertainty_score":0.0037350655},"labels":[],"label_agreement":null},{"id":"W2170101384","doi":"10.1115/imece2008-67822","title":"A Dynamic Model Incorporating Thermal Effect for Piezoelectric Stick-Slip Actuators","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Piezoelectric Actuators and Control","field":"Engineering","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 Saskatchewan","funders":"","keywords":"Actuator; Thermal; Piezoelectricity; Control theory (sociology); Slip (aerodynamics); System identification; Dynamical friction; Engineering; Computer science; Materials science; Physics; Data modeling; Aerospace engineering; Control (management); Artificial intelligence","score_opus":0.0045897260769749496,"score_gpt":0.179992247776433,"score_spread":0.17540252169945805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170101384","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021605907,0.0007997386,0.9639412,0.00028322887,0.00019810557,0.00012027117,0.0002300297,0.00049547345,0.0123259835],"genre_scores_gemma":[0.9090233,0.002106918,0.060104024,0.00017509768,0.00010792188,0.0007191157,0.00042772296,0.00011691226,0.027218943],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99975806,0.000026946791,0.0000161216,0.00007449378,0.000101129095,0.000023231092],"domain_scores_gemma":[0.9998549,0.000048602327,0.000027837874,0.00001614863,0.000044483946,0.000008013974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026799538,0.00087113405,0.0009245878,0.00046552956,0.00056993315,0.00088489975,0.0013342617,0.0016583762,0.0038768637],"category_scores_gemma":[0.0006091613,0.00048820954,0.0007774879,0.00033111728,0.00061705976,0.001181085,0.0005974717,0.0009250323,0.0010515262],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040612256,0.000034089117,0.00030357318,0.0001946856,0.000023544235,0.00025419146,0.000104059625,0.96069705,0.017174492,0.007723062,0.00061747496,0.012833269],"study_design_scores_gemma":[0.000006973554,0.000029285597,0.0001321758,0.000007074123,0.000008784732,0.000042899705,0.000006203093,0.9969823,0.0010246122,0.00073289516,0.0010180367,0.000008724269],"about_ca_topic_score_codex":0.004960788,"about_ca_topic_score_gemma":0.0033937132,"teacher_disagreement_score":0.004960788,"about_ca_system_score_codex":0.0005118755,"about_ca_system_score_gemma":0.0007047649,"threshold_uncertainty_score":0.012969434},"labels":[],"label_agreement":null},{"id":"W3213203351","doi":"10.1115/imece2008-67763","title":"Modelling MEMS Resonators Past Pull-In","year":2008,"lang":"en","type":"article","venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":2,"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 Waterloo","funders":"","keywords":"Galerkin method; Nonlinear system; Microelectromechanical systems; Partial differential equation; Damper; Beam (structure); Resonator; Ordinary differential equation; Differential equation; Timoshenko beam theory; Control theory (sociology); Mechanics; Physics; Mathematical analysis; Mathematics; Computer science; Engineering; Structural engineering; Optics","score_opus":0.011215272301640116,"score_gpt":0.1896001954302639,"score_spread":0.17838492312862378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3213203351","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33959815,0.0006895946,0.63438666,0.0005310813,0.00017984255,0.00015688554,0.00025845857,0.00038544164,0.023813864],"genre_scores_gemma":[0.9470159,0.0006530605,0.030699935,0.00010298401,0.00004626844,0.00015574135,0.00014833051,0.00012614591,0.021051615],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99977034,0.00003946864,0.00001135506,0.00006110971,0.00008500846,0.00003277037],"domain_scores_gemma":[0.99976176,0.00007058284,0.00006484698,0.000041153024,0.000039197883,0.00002242099],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031203253,0.0006490991,0.0005204605,0.00033092542,0.00044228867,0.0008935529,0.0012188635,0.0016473965,0.002246762],"category_scores_gemma":[0.0009076236,0.00050228887,0.00064927916,0.00019600017,0.0008937773,0.0016404775,0.00084009493,0.0008607595,0.000681804],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007636502,0.000065204316,0.00095777673,0.0001066993,0.000036648307,0.0007740838,0.00030715173,0.8713928,0.0913252,0.028760934,0.00025483983,0.0059424606],"study_design_scores_gemma":[0.000008218702,0.000052067888,0.00030862048,0.00000527345,0.0000074353666,0.00006201817,0.000029094152,0.9903467,0.005375165,0.0023224987,0.0014710469,0.000011813595],"about_ca_topic_score_codex":0.0025960736,"about_ca_topic_score_gemma":0.0016094398,"teacher_disagreement_score":0.0025960736,"about_ca_system_score_codex":0.00064046955,"about_ca_system_score_gemma":0.00055696914,"threshold_uncertainty_score":0.0075162053},"labels":[],"label_agreement":null}]}