{"meta":{"query_hash":"e1eca7e04d7c","filters":{"venue":"TRANSDUCERS 2007 - 2007 International Solid-State Sensors, Actuators and Microsystems Conference"},"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/e1eca7e04d7c","api":"https://metacan.xera.ac/api/v1/cohort?venue=TRANSDUCERS+2007+-+2007+International+Solid-State+Sensors%2C+Actuators+and+Microsystems+Conference"},"results":[{"id":"W2087140773","doi":"10.1109/sensor.2007.4300255","title":"An Investigation on a Vibration-Based Active Protein Desorption Mechanism for Implantable MEMS-Based Biosensor Applications","year":2007,"lang":"en","type":"article","venue":"TRANSDUCERS 2007 - 2007 International Solid-State Sensors, Actuators and Microsystems Conference","topic":"Microfluidic and Bio-sensing 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 British Columbia","funders":"","keywords":"Microelectromechanical systems; Desorption; Materials science; Adsorption; Biosensor; Polymer; Biocompatible material; Bovine serum albumin; Membrane; Protein adsorption; Optoelectronics; Nanotechnology; Chromatography; Chemistry; Biomedical engineering; Composite material; Engineering","score_opus":0.017610992285593197,"score_gpt":0.2508438296325334,"score_spread":0.23323283734694017,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087140773","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":[0.52558345,0.000024859459,0.47152156,0.0001410096,0.00031601457,0.0012500285,0.00059123244,0.00043482438,0.00013699595],"genre_scores_gemma":[0.99293226,0.00006118331,0.0058059227,0.00024256432,0.00015623584,0.00009926296,0.00054814323,0.00006395455,0.000090500536],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980931,0.000035503184,0.0005773476,0.0005173947,0.0002851128,0.00049151055],"domain_scores_gemma":[0.99883145,0.00012864267,0.000174482,0.00028626213,0.0003956695,0.00018349083],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000401854,0.00040877162,0.00032843108,0.00040453055,0.00023579733,0.00017413517,0.0002539632,0.0002895611,0.00002767123],"category_scores_gemma":[0.000022915314,0.00040579843,0.000093523966,0.00018145861,0.0001578997,0.0002406341,0.000009527505,0.00023837737,0.00001939625],"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":[0.00023022133,0.00007788107,0.00003223019,0.0001480916,0.00007655447,0.0000037467248,0.00036862973,0.0013502431,0.98633313,0.0037475864,0.00043645414,0.0071952157],"study_design_scores_gemma":[0.0010534372,0.00018585903,0.00008662468,0.00017725756,0.000032371547,0.000012303042,0.00045055256,0.049452912,0.9440387,0.0010693078,0.0029552425,0.0004854679],"about_ca_topic_score_codex":0.00016650636,"about_ca_topic_score_gemma":0.00010459027,"teacher_disagreement_score":0.46734875,"about_ca_system_score_codex":0.0002741725,"about_ca_system_score_gemma":0.00012380163,"threshold_uncertainty_score":0.99983937},"labels":[],"label_agreement":null},{"id":"W2104996817","doi":"10.1109/sensor.2007.4300336","title":"Design and Fabrication of an Electrostatic Micromotor with a Low Operating Voltage","year":2007,"lang":"en","type":"article","venue":"TRANSDUCERS 2007 - 2007 International Solid-State Sensors, Actuators and Microsystems Conference","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":10,"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":"Rotor (electric); Voltage; Fabrication; Torque; Electrical engineering; Low voltage; Computer science; Engineering; Materials science; Physics","score_opus":0.007695466716684546,"score_gpt":0.23574217945693993,"score_spread":0.22804671274025537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104996817","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":[0.6512148,0.00017322713,0.3478413,0.000012177794,0.000152562,0.00033461204,0.000040106395,0.00012506955,0.000106178864],"genre_scores_gemma":[0.9848267,0.00062868197,0.014248975,0.000027379918,0.000053247153,0.000009145894,0.00002762613,0.00004754982,0.00013072639],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99854374,0.000015551524,0.00048678892,0.00034801709,0.00020533608,0.0004005584],"domain_scores_gemma":[0.99922216,0.00010164397,0.00013205546,0.00017429651,0.00023856756,0.00013127382],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003525351,0.00030488122,0.00034033827,0.00020930891,0.000089777175,0.00008644345,0.00017540579,0.00011930288,0.000024390809],"category_scores_gemma":[0.000021120342,0.00027353736,0.000029615127,0.00012822966,0.00017654453,0.0003452344,0.000018138424,0.00021655994,0.000002546972],"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":[0.00009138631,0.00003970843,0.00010287373,0.00015045199,0.00010422426,0.000023178849,0.0019540705,0.0015365563,0.979532,0.00012116142,0.000056352623,0.016288007],"study_design_scores_gemma":[0.0012158119,0.0003448381,0.0011073005,0.00031723277,0.000034790948,0.00014272938,0.001430592,0.02236145,0.97118324,0.00019265484,0.0011030994,0.00056626415],"about_ca_topic_score_codex":0.000118397584,"about_ca_topic_score_gemma":0.000066226115,"teacher_disagreement_score":0.3336119,"about_ca_system_score_codex":0.00008844769,"about_ca_system_score_gemma":0.000043814543,"threshold_uncertainty_score":0.9999717},"labels":[],"label_agreement":null},{"id":"W2109404121","doi":"10.1109/sensor.2007.4300506","title":"3D Droplet Actuation in Digital Microfluidics Devices","year":2007,"lang":"en","type":"article","venue":"TRANSDUCERS 2007 - 2007 International Solid-State Sensors, Actuators and Microsystems Conference","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":"University of Toronto","funders":"","keywords":"Microfluidics; Digital microfluidics; Miniaturization; Nanotechnology; Thermal; Computer science; Interference (communication); Materials science; Electrowetting; Optoelectronics; Physics; Telecommunications; Channel (broadcasting)","score_opus":0.007561645698541021,"score_gpt":0.23100003039196534,"score_spread":0.22343838469342434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109404121","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":[0.9582141,0.0018906058,0.035145383,0.00012179202,0.0010981517,0.00034410023,0.00018163763,0.00049802335,0.00250619],"genre_scores_gemma":[0.99609774,0.0025919604,0.0003466376,0.000094593524,0.00014637559,0.000006523454,0.00011267506,0.00006477794,0.00053872983],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9976624,0.000016052323,0.0007860829,0.00047482585,0.00030869123,0.0007519481],"domain_scores_gemma":[0.9991855,0.00013425555,0.00012179218,0.00022514694,0.00018443058,0.00014885234],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004537718,0.00044278565,0.0004111612,0.00048584476,0.00009801668,0.00027182102,0.0003633226,0.00027087057,0.00007348222],"category_scores_gemma":[0.000050527018,0.00045722516,0.00008721016,0.00024771638,0.00016656985,0.0004684553,0.000045143133,0.00044587743,0.000056774297],"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":[0.00014925859,0.00014011262,0.00668137,0.00029878345,0.00034517338,0.00018460749,0.0057155513,0.00024172661,0.7928144,0.00055990054,0.0054538385,0.1874153],"study_design_scores_gemma":[0.00301119,0.0001924638,0.005410884,0.0007677113,0.0000654998,0.00043179453,0.0043619797,0.0033528532,0.76064885,0.00064059295,0.2190835,0.0020326627],"about_ca_topic_score_codex":0.00021385221,"about_ca_topic_score_gemma":0.00017180777,"teacher_disagreement_score":0.21362966,"about_ca_system_score_codex":0.0002972996,"about_ca_system_score_gemma":0.00006961705,"threshold_uncertainty_score":0.9997879},"labels":[],"label_agreement":null},{"id":"W2131473658","doi":"10.1109/sensor.2007.4300568","title":"Wirebonding Characterization and Optimization on Thick Filmsu-8 MEMS Structures and Actuators","year":2007,"lang":"en","type":"article","venue":"TRANSDUCERS 2007 - 2007 International Solid-State Sensors, Actuators and Microsystems Conference","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microelectromechanical systems; Actuator; Wire bonding; Materials science; Ball (mathematics); Yield (engineering); Composite material; Electronic engineering; Reliability (semiconductor); Mechanical engineering; Optoelectronics; Electrical engineering; Engineering","score_opus":0.01016359191321734,"score_gpt":0.24065449114102488,"score_spread":0.23049089922780755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131473658","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":[0.8172119,0.00016660345,0.18037269,0.00009643348,0.0009278708,0.000333075,0.00015321224,0.0002968526,0.0004413358],"genre_scores_gemma":[0.99361026,0.0034703421,0.0021804513,0.000113156566,0.00014681018,0.0000060314833,0.00010992552,0.00006141411,0.0003016269],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983132,0.000012459482,0.0005020787,0.00046478646,0.0002629135,0.00044457996],"domain_scores_gemma":[0.99928516,0.000105010295,0.00014281755,0.00016637336,0.00012432017,0.0001763323],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002634388,0.0004167309,0.00036270384,0.00034131453,0.00018094818,0.00019309645,0.00015181763,0.00024850477,0.00006763143],"category_scores_gemma":[0.000036298596,0.00039694042,0.000043560613,0.00012864603,0.00019153219,0.00040206953,0.000040154395,0.00032484933,0.0000037922787],"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":[0.00033604424,0.000071928174,0.0009294917,0.00048814336,0.00048873,0.00008002872,0.007147067,0.012872605,0.8033137,0.0055468814,0.0006389226,0.16808647],"study_design_scores_gemma":[0.0063748164,0.0006716134,0.018249474,0.0014730025,0.00022352322,0.00056964473,0.0061417315,0.0969437,0.78569734,0.0025954254,0.0765085,0.0045512305],"about_ca_topic_score_codex":0.000051356783,"about_ca_topic_score_gemma":0.000032687527,"teacher_disagreement_score":0.17819224,"about_ca_system_score_codex":0.00010645854,"about_ca_system_score_gemma":0.00002097671,"threshold_uncertainty_score":0.99984825},"labels":[],"label_agreement":null},{"id":"W2132544664","doi":"10.1109/sensor.2007.4300399","title":"The Effect of Biodegradable Drug Release Coatings on the Electrical Characteristics of Neural Electrodes","year":2007,"lang":"en","type":"article","venue":"TRANSDUCERS 2007 - 2007 International Solid-State Sensors, Actuators and Microsystems Conference","topic":"Neuroscience and Neural Engineering","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; École Polytechnique Fédérale de Lausanne; European Commission","keywords":"Microelectrode; Materials science; Electrode; Biomedical engineering; Electrical impedance; Coating; Dielectric spectroscopy; Multielectrode array; Polymer; Nanoparticle; Optoelectronics; Nanotechnology; Composite material; Electrochemistry; Chemistry; Electrical engineering; Medicine","score_opus":0.011548562740369429,"score_gpt":0.2507235550863586,"score_spread":0.23917499234598916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2132544664","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":[0.99695843,0.00006051661,0.0007716418,0.0003546729,0.00083176495,0.00044827667,0.00008808154,0.000040961386,0.00044566925],"genre_scores_gemma":[0.9985056,0.00044898246,0.0000086098535,0.00017131733,0.00008763254,0.0000057036004,0.0000034767484,0.000027131819,0.0007415453],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99748784,0.00017735959,0.00070785586,0.0004498826,0.00059430546,0.0005827586],"domain_scores_gemma":[0.99706453,0.00203992,0.00037133202,0.00026164064,0.00012522527,0.0001373454],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009640215,0.00032143187,0.00038199042,0.0001532144,0.00029457215,0.00012044761,0.0005846559,0.00006460544,0.000027061513],"category_scores_gemma":[0.00054338464,0.0001928433,0.0001358981,0.00031201047,0.00044700413,0.00015601779,0.000043375556,0.00040889098,0.0000067998008],"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":[0.00043303744,0.00003648087,0.0005029303,0.00004578665,0.00001521255,0.00001650303,0.0003918668,0.000038574293,0.9916298,0.0015446506,0.0003349459,0.0050102365],"study_design_scores_gemma":[0.00041429952,0.00036213725,0.00065261056,0.000081047845,0.000017308139,0.00005831778,0.00005734559,0.00556481,0.9900429,0.000033367472,0.0025153975,0.00020042165],"about_ca_topic_score_codex":0.00012710958,"about_ca_topic_score_gemma":0.000012174796,"teacher_disagreement_score":0.0055262353,"about_ca_system_score_codex":0.00005645297,"about_ca_system_score_gemma":0.00005261092,"threshold_uncertainty_score":0.78639215},"labels":[],"label_agreement":null},{"id":"W2158492134","doi":"10.1109/sensor.2007.4300617","title":"Extreme Narrow Gap Surface Micromachined Pirani Pressure Sensor","year":2007,"lang":"en","type":"article","venue":"TRANSDUCERS 2007 - 2007 International Solid-State Sensors, Actuators and Microsystems Conference","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":"Simon Fraser University","funders":"","keywords":"Substrate (aquarium); Etching (microfabrication); Xenon difluoride; Layer (electronics); Materials science; Silicon; Pressure sensor; Atmospheric pressure; Optoelectronics; Analytical Chemistry (journal); Nanotechnology; Chemistry; Mechanical engineering; Physics; Engineering","score_opus":0.01916127421745424,"score_gpt":0.2515233462001441,"score_spread":0.23236207198268988,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158492134","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":[0.9645004,0.0019608422,0.024654645,0.00015931908,0.002352541,0.00059309724,0.00044560968,0.00091735955,0.0044161645],"genre_scores_gemma":[0.9919059,0.0012288732,0.0028806748,0.00009398361,0.00023475509,0.000005151164,0.000057923124,0.00011013419,0.0034825935],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99719316,0.000024003772,0.000821804,0.0006489365,0.00041991717,0.0008921744],"domain_scores_gemma":[0.99877375,0.00013602429,0.00016872454,0.0003780837,0.00026560595,0.00027782313],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046046518,0.0006367277,0.0005891488,0.00024945062,0.00018533165,0.00016638011,0.00046045415,0.00033603437,0.00028121006],"category_scores_gemma":[0.000035244437,0.0006233025,0.00015569056,0.00019342262,0.00024503152,0.0003724408,0.000058702528,0.0005582803,0.000064853295],"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":[0.0001577758,0.00007328036,0.00046779282,0.00027209116,0.00039329415,0.00013973395,0.0021390845,0.004454504,0.9809381,0.00042708468,0.0039144875,0.0066227987],"study_design_scores_gemma":[0.0033172998,0.00018310899,0.0022151875,0.00048129732,0.00015128573,0.0004656352,0.00258965,0.010031966,0.6645445,0.000734464,0.3129538,0.002331767],"about_ca_topic_score_codex":0.00027792415,"about_ca_topic_score_gemma":0.00018616386,"teacher_disagreement_score":0.31639352,"about_ca_system_score_codex":0.00014846682,"about_ca_system_score_gemma":0.00004782564,"threshold_uncertainty_score":0.9996218},"labels":[],"label_agreement":null}]}