{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":21,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":21,"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":"ef4af9ce2149","filters":{"venue":"Volume 13: Nano-Manufacturing Technology; and Micro and Nano Systems, Parts A and B"}},"results":[{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Mehmood Khan","is_ca":true},{"name":"Gary M. Zatzman","is_ca":true},{"name":"M. R. Islam","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009485932328846305,"gpt":0.2038569176163559,"spread":0.1943709852875096,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005375711,0.0001711167,0.0002796813,0.00006924375,0.0005655945,0.00003522464,0.00005359118,0.00007163596,0.000001770752],"category_scores_gemma":[0.000001857621,0.0001183243,0.00002628738,0.00006054129,0.0004970734,0.00008231763,0.0001118042,0.00006932792,7.542498e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006307303,"about_ca_system_score_gemma":0.000007403316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002029166,"about_ca_topic_score_gemma":0.00000238404,"domain_scores_codex":[0.9992273,0.00002527577,0.0002360395,0.0002394566,0.00006816048,0.0002037102],"domain_scores_gemma":[0.9995934,0.00006865231,0.0001346331,0.000121823,0.00003911236,0.0000423174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000110898,0.000100417,0.05816212,0.0002172917,0.0003207132,0.000003632163,0.0008931935,0.000007178114,0.2521693,0.67149,0.0004172352,0.01610803],"study_design_scores_gemma":[0.003072897,0.0006120106,0.007590589,0.0004958046,0.000127913,0.00009947499,0.004528552,0.001484675,0.7609143,0.1759752,0.0441626,0.0009360588],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877358,0.01021369,0.0008812813,0.0001301274,0.00008233146,0.0001425136,0.00002318603,0.00003093334,0.0007601458],"genre_scores_gemma":[0.998374,0.001007815,0.00006614481,0.0000104546,0.00004733865,0.00003206238,0.000009077669,0.000008955635,0.000444152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.508745,"threshold_uncertainty_score":0.4825125,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Shahrzad Towfighian","is_ca":true},{"name":"Eihab Abdel‐Rahman","is_ca":true},{"name":"G. R. Heppler","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00679226534626714,"gpt":0.1980617672192002,"spread":0.1912695018729331,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001219228,0.0003724824,0.0008605831,0.001161157,0.0002773645,0.00004720748,0.0001295071,0.0003733139,0.000005329848],"category_scores_gemma":[0.00002095999,0.0003252391,0.00005684458,0.0004770275,0.0005742305,0.00016352,0.0001536647,0.0002130362,0.0000015749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000318324,"about_ca_system_score_gemma":0.0000152321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001372521,"about_ca_topic_score_gemma":0.00007185425,"domain_scores_codex":[0.9984563,0.00001090129,0.000486388,0.0004842255,0.00009760199,0.0004646068],"domain_scores_gemma":[0.9993191,0.00005380409,0.0001462637,0.0003461339,0.00003584468,0.00009879532],"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":[0.00003012117,0.00004335665,0.006994465,0.0009262557,0.0008104547,0.00004798403,0.0004557485,0.00008265736,0.9814093,0.0001032038,0.0004526813,0.008643848],"study_design_scores_gemma":[0.002110679,0.0004387325,0.01401849,0.000613429,0.0009419337,0.0009730267,0.002038924,0.002661674,0.9017271,0.0004858176,0.0725363,0.001453901],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729467,0.02540365,0.0005081054,0.00007554768,0.0001132153,0.0003087797,0.0001028945,0.0005114955,0.00002958998],"genre_scores_gemma":[0.9810014,0.01686746,0.001470527,0.00001186917,0.000009291904,0.00004136338,0.00001337011,0.00003486504,0.0005498241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07968213,"threshold_uncertainty_score":0.99992,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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)","authors":[{"name":"Hassen M. Ouakad","is_ca":false},{"name":"Ali H. Nayfeh","is_ca":false},{"name":"S. Choura","is_ca":false},{"name":"Eihab Abdel‐Rahman","is_ca":true},{"name":"Fehmi Najar","is_ca":false},{"name":"Bashar Hammad","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005027260016330745,"gpt":0.1872837361175065,"spread":0.1822564761011758,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001145448,0.0003931827,0.000678793,0.0004163309,0.0002504154,0.00005052137,0.000142487,0.0004901768,0.000003200078],"category_scores_gemma":[0.00002280579,0.0003386167,0.00003462955,0.000152795,0.0006318833,0.0001994495,0.0001037158,0.0002993906,0.00000191512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002941723,"about_ca_system_score_gemma":0.00001718238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006279693,"about_ca_topic_score_gemma":0.00006303809,"domain_scores_codex":[0.9984496,0.00001367105,0.0004703392,0.0004649925,0.00008872793,0.0005126279],"domain_scores_gemma":[0.9993495,0.00004929001,0.0001202481,0.000312079,0.00005142877,0.0001174911],"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":[0.00007678037,0.0000669629,0.002225893,0.0005131723,0.0001488347,0.00004683766,0.0001752206,0.00003114269,0.9830053,0.0001449207,0.0002910277,0.01327395],"study_design_scores_gemma":[0.003554177,0.0009745331,0.003332747,0.0004322941,0.0001214545,0.002232932,0.0004997639,0.004999786,0.962391,0.0005689305,0.01983799,0.001054446],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893116,0.008525118,0.0007333538,0.0001451939,0.0001106595,0.0004299434,0.0001365669,0.0005809748,0.00002660347],"genre_scores_gemma":[0.9916611,0.005409107,0.00250182,0.00002458763,0.00002692808,0.00003053793,0.00002569297,0.00004699371,0.0002732007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02061431,"threshold_uncertainty_score":0.9999066,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"J. W. Li","is_ca":true},{"name":"Wenjun Zhang","is_ca":true},{"name":"Q. S. Zhang","is_ca":true},{"name":"Daniel Chen","is_ca":true},{"name":"S. D. Tu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00458972607697495,"gpt":0.179992247776433,"spread":0.1754025216994581,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002772245,0.0005320608,0.0007719392,0.0006176903,0.000648286,0.0001016171,0.0001833602,0.0004915635,0.000001981589],"category_scores_gemma":[0.00003997899,0.0004461801,0.00008410575,0.0002568867,0.0002163908,0.0001899495,0.00008283505,0.0003191012,0.000004050107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007220695,"about_ca_system_score_gemma":0.00004907364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000427274,"about_ca_topic_score_gemma":0.00001140676,"domain_scores_codex":[0.9980337,0.00003462215,0.0004947565,0.0005673131,0.0001354352,0.0007341746],"domain_scores_gemma":[0.9992249,0.0001301892,0.0001532813,0.0002866021,0.00004027264,0.0001647623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003473497,0.0001373749,0.01243968,0.002473924,0.0008657304,0.0001044853,0.0008799044,0.002196769,0.2075159,0.0007434164,0.002663141,0.7696323],"study_design_scores_gemma":[0.003981551,0.001004652,0.000445553,0.0003489783,0.0002675577,0.001125416,0.0001189516,0.9499308,0.03578731,0.0005976424,0.004941706,0.001449925],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435421,0.01389205,0.04065773,0.00005523659,0.0002077922,0.0009354151,0.0000413185,0.0006099869,0.0000584168],"genre_scores_gemma":[0.9974904,0.001063603,0.0005759411,0.00002729909,0.0000662843,0.0002577026,0.00001461326,0.00007623641,0.0004279084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.947734,"threshold_uncertainty_score":0.999799,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Bashar Hammad","is_ca":false},{"name":"Ali H. Nayfeh","is_ca":false},{"name":"Eihab Abdel‐Rahman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01381474709100057,"gpt":0.2102887760463342,"spread":0.1964740289553336,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001422243,0.0002207206,0.0004875593,0.0003208759,0.0001351651,0.00001447468,0.00008373738,0.0002293197,0.000001644843],"category_scores_gemma":[0.00002506388,0.0002065167,0.00003301786,0.0001299981,0.0001328353,0.000103265,0.00003848656,0.0001006792,6.380592e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001973082,"about_ca_system_score_gemma":0.00001275845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004950908,"about_ca_topic_score_gemma":0.00002769576,"domain_scores_codex":[0.9988363,0.00001828944,0.0005175276,0.0003017036,0.0000846421,0.0002415151],"domain_scores_gemma":[0.9994316,0.00007501172,0.0001682652,0.0002070514,0.00006964529,0.00004842383],"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":[0.00006659351,0.0001041645,0.001627014,0.000642482,0.0001400745,0.000006702672,0.001131342,0.0003359422,0.9945551,0.0001352724,0.0001304044,0.001124885],"study_design_scores_gemma":[0.004737362,0.001520181,0.004231181,0.0004217037,0.000178654,0.0005123774,0.00338028,0.005137078,0.9766093,0.0003046706,0.002305764,0.0006614145],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916679,0.003791772,0.003239394,0.00002077967,0.000138794,0.0009461443,0.00002826283,0.0001596721,0.000007309341],"genre_scores_gemma":[0.9975815,0.0009034068,0.001242763,0.000003325238,0.00001836843,0.00007686528,0.00001007515,0.00002963508,0.0001340501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01794579,"threshold_uncertainty_score":0.8421505,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Mohammad Shavezipur","is_ca":true},{"name":"Seyed Mohammad Hashemi","is_ca":true},{"name":"Amir Khajepour","is_ca":true},{"name":"Patricia Nieva","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01414889778867573,"gpt":0.193516520036415,"spread":0.1793676222477392,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000117987,0.0003892927,0.0006367256,0.000529519,0.00036769,0.0000410613,0.0001748062,0.000483567,0.000004721823],"category_scores_gemma":[0.00001642406,0.000337792,0.00003929614,0.0001841581,0.000403317,0.0001748848,0.0001652469,0.0002646042,0.000005333435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003675982,"about_ca_system_score_gemma":0.00002826914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006417705,"about_ca_topic_score_gemma":0.00001848384,"domain_scores_codex":[0.9983392,0.000006393896,0.0005623213,0.0004486958,0.0001253801,0.0005179636],"domain_scores_gemma":[0.9993817,0.00002717392,0.0001326075,0.0003145405,0.00004428074,0.00009968471],"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":[0.00002236691,0.00003723744,0.0009593426,0.0006157786,0.0001174479,0.00002981641,0.0006351962,0.00003005738,0.976347,0.00008770439,0.0005117261,0.02060636],"study_design_scores_gemma":[0.0007698842,0.0001020737,0.0006219074,0.0003125152,0.00002428357,0.0003896203,0.0005982894,0.0003197157,0.9095525,0.00009125529,0.08673294,0.0004850925],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836367,0.01392997,0.0008570245,0.00004776164,0.0002907217,0.000367906,0.00002678166,0.0007725881,0.00007056187],"genre_scores_gemma":[0.9916553,0.003357309,0.004083494,0.0000088143,0.0000465123,0.00008207298,0.000006587685,0.00004208066,0.000717776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08622121,"threshold_uncertainty_score":0.9999074,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"C. P. Vyasarayani","is_ca":true},{"name":"Eihab Abdel‐Rahman","is_ca":true},{"name":"John McPhee","is_ca":true},{"name":"Stephen Birkett","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01121527230164012,"gpt":0.1896001954302639,"spread":0.1783849231286238,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001502278,0.000413833,0.0005929045,0.0007675897,0.0003128894,0.00005540092,0.0001705444,0.0005604219,0.000003137169],"category_scores_gemma":[0.00001098492,0.0003709946,0.00004064346,0.0002588706,0.0003754216,0.0002113618,0.0001555685,0.0003959484,0.000007086733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004874006,"about_ca_system_score_gemma":0.00001275772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001537487,"about_ca_topic_score_gemma":0.00003408661,"domain_scores_codex":[0.9982244,0.000009206449,0.0004709598,0.0005523436,0.0001129633,0.0006301784],"domain_scores_gemma":[0.999421,0.00003650555,0.00008503011,0.000331574,0.00002335925,0.0001025283],"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":[0.0002234296,0.0003273308,0.04916279,0.003830379,0.0005826825,0.001269635,0.002938573,0.02047765,0.8280538,0.004068094,0.01031606,0.07874962],"study_design_scores_gemma":[0.00278995,0.0003303596,0.001625428,0.001270268,0.00006519848,0.002523459,0.001790094,0.007156164,0.5933799,0.002325746,0.3846769,0.002066533],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630886,0.03424521,0.0007843994,0.0001151975,0.0002811829,0.0003560801,0.00001871253,0.0009798611,0.0001308042],"genre_scores_gemma":[0.9816136,0.01666194,0.0008654553,0.00001148244,0.0000557181,0.00005968367,0.000005193975,0.00005086429,0.0006761108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3743608,"threshold_uncertainty_score":0.9998742,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Fehmi Najar","is_ca":false},{"name":"Eihab Abdel‐Rahman","is_ca":true},{"name":"Ali H. Nayfeh","is_ca":false},{"name":"S. Choura","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006582722597697043,"gpt":0.1896830950385843,"spread":0.1831003724408873,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001165543,0.000253082,0.000658989,0.0007316978,0.0001895902,0.00001373834,0.0001811453,0.0002983528,0.000002986599],"category_scores_gemma":[0.00002854292,0.0001813347,0.0000770986,0.0006484473,0.0005388274,0.00008286225,0.0001326132,0.0001990877,5.866598e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001993822,"about_ca_system_score_gemma":0.00001478874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001070665,"about_ca_topic_score_gemma":0.00005262834,"domain_scores_codex":[0.998791,0.00001086571,0.0004494293,0.0003008997,0.000116951,0.0003307912],"domain_scores_gemma":[0.9993294,0.00004799892,0.0001696139,0.0003683395,0.00003871862,0.00004586663],"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":[0.00002444897,0.00004675727,0.0320399,0.0006972324,0.0009364159,0.00001492631,0.0004856171,0.0002478131,0.9575467,0.0005968708,0.0007307371,0.006632633],"study_design_scores_gemma":[0.0004641411,0.0001094724,0.012002,0.0002073662,0.0002812364,0.0001506476,0.000360398,0.0002297845,0.9685562,0.0002628389,0.01706993,0.0003060192],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775866,0.02153256,0.0001029045,0.00005890278,0.0001247303,0.0002537624,0.00004124534,0.0002489764,0.00005037041],"genre_scores_gemma":[0.9928759,0.006522224,0.0001839456,0.000006356413,0.000009327026,0.00001959345,0.000003294294,0.0000212397,0.0003581632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02003791,"threshold_uncertainty_score":0.7394615,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Negar Rajabi","is_ca":true},{"name":"Ali Dolatabadi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004588098607056851,"gpt":0.1898074358681436,"spread":0.1852193372610867,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003953605,0.0004684323,0.0007189769,0.00107662,0.0002400295,0.00004029474,0.0001860674,0.0005787427,0.000003677948],"category_scores_gemma":[0.0000804769,0.000415235,0.0000573893,0.0003603383,0.0003225053,0.00009221637,0.0000651431,0.0004700585,0.000004029021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007777897,"about_ca_system_score_gemma":0.00004094427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006960866,"about_ca_topic_score_gemma":0.00001162737,"domain_scores_codex":[0.9980353,0.00006556205,0.0005358463,0.0005385261,0.0001340942,0.0006906466],"domain_scores_gemma":[0.9992651,0.000150497,0.0001415658,0.0003334742,0.00003003645,0.00007932768],"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":[0.00008677548,0.00003431496,0.00562141,0.0005473727,0.00005191393,0.00002371026,0.00009871534,0.00001625986,0.9747897,0.00005080271,0.001298351,0.01738065],"study_design_scores_gemma":[0.001330932,0.00110988,0.000573446,0.0004109464,0.00003809568,0.00030243,0.00004128004,0.0003313102,0.9853321,0.00003310857,0.01009425,0.0004022749],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613949,0.03681279,0.0001453032,0.0001891771,0.0001178547,0.0005201147,0.00001598697,0.0007639523,0.00003990275],"genre_scores_gemma":[0.9934466,0.006145893,0.00008289609,0.00002997667,0.00002951903,0.00007499971,0.00001652295,0.00005336101,0.0001202372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03205168,"threshold_uncertainty_score":0.9998299,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Nonlinear system; Superposition principle; Key (lock); Electronic engineering; Control engineering; Engineering","authors":[{"name":"S. Śpiewak","is_ca":true},{"name":"Stephen J. Ludwick","is_ca":false},{"name":"G. Hauer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02179013301126906,"gpt":0.2399708291452321,"spread":0.2181806961339631,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004303799,0.0002064394,0.000378021,0.0005448745,0.0001545148,0.0000100019,0.00006829285,0.0002812403,0.000002398468],"category_scores_gemma":[0.0000864202,0.0001868554,0.00003296468,0.0001367579,0.0001808326,0.0001184954,0.00004009057,0.0001316799,6.135477e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005594666,"about_ca_system_score_gemma":0.00002177213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003968597,"about_ca_topic_score_gemma":0.00004741914,"domain_scores_codex":[0.9988795,0.00002915087,0.0004041738,0.0002935083,0.0001232246,0.0002704693],"domain_scores_gemma":[0.9995471,0.00006022735,0.00009883103,0.0001734661,0.00007157234,0.00004881612],"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":[0.0001139019,0.0001367451,0.05965909,0.0006751035,0.00009890116,0.000009584056,0.0004824362,0.0003716401,0.9122995,0.00006949519,0.001805926,0.02427772],"study_design_scores_gemma":[0.00422857,0.0004977353,0.02104436,0.0005682974,0.0001767294,0.00032952,0.0002213795,0.004800181,0.9355884,0.0005430828,0.03140141,0.0006003904],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862611,0.01135699,0.001051274,0.00004864024,0.0001626073,0.0008039586,0.00005435089,0.0002319177,0.00002918685],"genre_scores_gemma":[0.9970096,0.001945355,0.0006173809,0.000004106562,0.00002939874,0.0002044407,0.00001383227,0.00002172866,0.0001541985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03861473,"threshold_uncertainty_score":0.7619743,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Tianfu Wang","is_ca":true},{"name":"Samuel F. Asokanthan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007364938012943211,"gpt":0.2128954113305342,"spread":0.2055304733175909,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001453618,0.0002931807,0.0005358341,0.0003215666,0.0003753119,0.00004873382,0.0001445506,0.0001956313,0.00003670362],"category_scores_gemma":[0.0000279634,0.0002382143,0.00006022788,0.0002254492,0.0002484235,0.00008057048,0.0001811469,0.0001945321,0.00001035603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001567516,"about_ca_system_score_gemma":0.00003985441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003160575,"about_ca_topic_score_gemma":0.00001479475,"domain_scores_codex":[0.9985025,0.00003926662,0.000433497,0.0004930313,0.0001163132,0.0004153968],"domain_scores_gemma":[0.9992405,0.00006810971,0.0001388533,0.0002667098,0.00006951977,0.0002162835],"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":[0.0002310707,0.0006312657,0.04697795,0.0005099007,0.0004452876,0.00005132482,0.001174631,0.00004502995,0.9209598,0.01255342,0.001362735,0.01505761],"study_design_scores_gemma":[0.007065076,0.002470638,0.06617283,0.002103257,0.0007342712,0.0005336187,0.002900674,0.002490125,0.8728753,0.005140631,0.03417496,0.003338608],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938402,0.002355501,0.002704637,0.0002013441,0.0001379878,0.0005075847,0.0001166467,0.00008784181,0.00004830128],"genre_scores_gemma":[0.9977589,0.00009608405,0.000315583,0.00002375439,0.00002941663,0.00007048125,0.00002113763,0.00002343697,0.001661193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04808446,"threshold_uncertainty_score":0.9714096,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Çağlar Elbüken","is_ca":true},{"name":"Lin Gui","is_ca":true},{"name":"Carolyn L. Ren","is_ca":true},{"name":"Mustafa Yavuz","is_ca":true},{"name":"Mir Behrad Khamesee","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01203246204480217,"gpt":0.1920424098133882,"spread":0.1800099477685861,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009376626,0.0002808941,0.000437624,0.0003952426,0.0002508711,0.00003365846,0.00007713702,0.0003499871,0.000001824602],"category_scores_gemma":[0.000007426156,0.0002536444,0.00002782544,0.0001231624,0.0002992923,0.0001749616,0.00006767258,0.0001115657,6.670591e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001545542,"about_ca_system_score_gemma":0.000009544817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002792034,"about_ca_topic_score_gemma":0.000001761918,"domain_scores_codex":[0.9989091,0.000009901105,0.0003568817,0.0003472058,0.00005462104,0.0003222675],"domain_scores_gemma":[0.999579,0.00003206739,0.0001296556,0.000176836,0.00003020554,0.00005227306],"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":[0.000031305,0.00001514637,0.0009332572,0.0003228024,0.00004408156,0.000003842356,0.0001522405,0.00001485853,0.9889224,0.00002805729,0.0000618991,0.009470181],"study_design_scores_gemma":[0.0007717723,0.0001821535,0.003265718,0.0001798773,0.00003608675,0.0003712539,0.0001050697,0.0004888181,0.9818065,0.00004831584,0.01241929,0.0003251262],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813595,0.01233638,0.00498445,0.00005541188,0.0001396956,0.0006950584,0.00003261544,0.0003904827,0.000006376901],"genre_scores_gemma":[0.9914826,0.005566123,0.002531382,0.00001316356,0.00002915954,0.00009659142,0.0000175098,0.0000380348,0.0002254971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01235739,"threshold_uncertainty_score":0.9999916,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Carlos Escobedo","is_ca":true},{"name":"Fatemeh Eftekhari","is_ca":true},{"name":"Jacqueline Ferreira","is_ca":true},{"name":"Paul Wood","is_ca":true},{"name":"Reuven Gordon","is_ca":true},{"name":"Alexandre G. Brolo","is_ca":true},{"name":"David Sinton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01273254066464802,"gpt":0.2174187830871093,"spread":0.2046862424224613,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002881696,0.0003597226,0.0005435807,0.0003847637,0.0005767424,0.0001199218,0.0001067428,0.0004105176,0.000004821561],"category_scores_gemma":[0.00003710405,0.0003225181,0.00004124518,0.0001195255,0.0003967776,0.0001450682,0.0001437026,0.0002566082,0.00001040038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003325316,"about_ca_system_score_gemma":0.00003013323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006195338,"about_ca_topic_score_gemma":0.00001685923,"domain_scores_codex":[0.99817,0.00002417305,0.000421477,0.0005276108,0.0001550125,0.0007017964],"domain_scores_gemma":[0.999362,0.00009753736,0.00005740847,0.0002284698,0.00004095589,0.0002136622],"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":[0.0002125455,0.0001083632,0.01952582,0.002428858,0.0006045959,0.0003041129,0.000928532,0.0001594915,0.9285964,0.0009472852,0.01157172,0.03461232],"study_design_scores_gemma":[0.003773438,0.0005574368,0.001501616,0.0006561973,0.0001141763,0.003882624,0.001064467,0.01511427,0.7290497,0.0003550938,0.2426543,0.001276731],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829689,0.01478718,0.0007067292,0.0001850959,0.000229164,0.0005841414,0.00004751689,0.0003211159,0.0001701949],"genre_scores_gemma":[0.990199,0.006070281,0.002340299,0.00002293798,0.00002436526,0.00003719829,0.0000131262,0.00004412768,0.001248701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2310826,"threshold_uncertainty_score":0.9999227,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Mohammad Shavezipur","is_ca":true},{"name":"Seyed Mohammad Hashemi","is_ca":true},{"name":"Amir Khajepour","is_ca":true},{"name":"Patricia Nieva","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004519845598679709,"gpt":0.169636573805909,"spread":0.1651167282072293,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006096562,0.0004669854,0.0006068182,0.0004283922,0.0004465969,0.00008521627,0.0001257763,0.0004952791,0.000004173962],"category_scores_gemma":[0.00001275017,0.0003645958,0.00002491061,0.0002128297,0.0005055781,0.0002315074,0.0001064114,0.0003886822,0.000001645621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003534381,"about_ca_system_score_gemma":0.00001875088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001059977,"about_ca_topic_score_gemma":0.00006861769,"domain_scores_codex":[0.9983487,0.000008457906,0.0003323702,0.0005776586,0.0001152989,0.0006174913],"domain_scores_gemma":[0.9993963,0.0000262623,0.0001019226,0.0003134439,0.00004168744,0.0001203537],"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":[0.00004097882,0.00001465879,0.00103472,0.0003287865,0.0001094608,0.00003614074,0.0002478912,0.00002495383,0.9927495,0.00004648192,0.0004228214,0.004943627],"study_design_scores_gemma":[0.001140932,0.0003513537,0.0005701439,0.0002707996,0.00004416696,0.001289111,0.0004904119,0.0001149692,0.9687979,0.0001458034,0.02622346,0.0005609139],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773098,0.02017985,0.0007297636,0.00008076624,0.0001676878,0.0004699268,0.00004837545,0.0009780625,0.00003581473],"genre_scores_gemma":[0.9902076,0.007548614,0.00125373,0.00001654064,0.0000639754,0.00006419155,0.000009881321,0.00005334477,0.0007821571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02580064,"threshold_uncertainty_score":0.9998806,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Amir Farokh Payam","is_ca":false},{"name":"Eihab Abdel‐Rahman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007799727931328615,"gpt":0.2254265287330265,"spread":0.2176268008016979,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001602687,0.0004193567,0.0006537859,0.0002888663,0.0009545421,0.0001385968,0.0001960777,0.0002027748,0.00001281054],"category_scores_gemma":[0.000004410038,0.0003635137,0.0001050671,0.0001002337,0.0004722151,0.00013441,0.0001680493,0.0001941207,0.0000105998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002257812,"about_ca_system_score_gemma":0.00004211372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000329767,"about_ca_topic_score_gemma":0.000004318498,"domain_scores_codex":[0.9981297,0.0000222989,0.0004932831,0.0006922921,0.000075838,0.0005866362],"domain_scores_gemma":[0.9991867,0.00005247439,0.0002369644,0.0003237049,0.000063413,0.0001367583],"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":[0.0002086842,0.0002569848,0.0249689,0.0005135365,0.0004018303,0.00001009902,0.0004606768,0.000004946311,0.9052594,0.01783589,0.03033864,0.01974042],"study_design_scores_gemma":[0.002624619,0.0002560632,0.0005282045,0.0002619457,0.0001089348,0.0003001715,0.0002339814,0.0002045552,0.6458349,0.005331545,0.3435718,0.0007432765],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855625,0.005557186,0.00624587,0.0002883846,0.0001150159,0.001395347,0.0003414743,0.0002589333,0.0002352609],"genre_scores_gemma":[0.9909995,0.0005572199,0.00162681,0.00006598905,0.0001258225,0.0005355208,0.00005230704,0.00004799,0.005988836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3132331,"threshold_uncertainty_score":0.9998817,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Krishna Vummidi","is_ca":false},{"name":"Eihab Abdel‐Rahman","is_ca":true},{"name":"Bashar Hammad","is_ca":false},{"name":"Sanjay Raman","is_ca":false},{"name":"Ali H. Nayfeh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008800031200225608,"gpt":0.2051318756518279,"spread":0.1963318444516023,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003254764,0.0004204288,0.0006261568,0.000235654,0.0007369228,0.0001042865,0.0001860232,0.0003252618,0.0000489467],"category_scores_gemma":[0.00002763397,0.000306331,0.00006730398,0.0002219529,0.0005977906,0.0001210788,0.000253403,0.0003874222,0.00002738495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001870019,"about_ca_system_score_gemma":0.00007784671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001958093,"about_ca_topic_score_gemma":0.000004813039,"domain_scores_codex":[0.9978809,0.0000947005,0.0004524466,0.0007505506,0.0001903692,0.0006310736],"domain_scores_gemma":[0.998982,0.0001327808,0.0001485259,0.0003530858,0.00006012264,0.0003234576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01030214,0.002201128,0.2306564,0.00175341,0.002270636,0.001362462,0.002579409,0.00002761505,0.512624,0.1214276,0.01553646,0.09925871],"study_design_scores_gemma":[0.005021098,0.00176906,0.005333696,0.0007578974,0.0001891465,0.0012863,0.0009149515,0.0005639224,0.3034018,0.002651492,0.6762936,0.001817037],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950595,0.002919633,0.0005414239,0.000637215,0.0001257461,0.0004030849,0.00005666028,0.0001627795,0.0000938934],"genre_scores_gemma":[0.9961756,0.0002296237,0.0009486627,0.00006957437,0.00008645195,0.0000521375,0.000009810698,0.00003891345,0.002389224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6607571,"threshold_uncertainty_score":0.9999389,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Pezhman A. Hassanpour","is_ca":true},{"name":"Ebrahim Esmailzadeh","is_ca":true},{"name":"William L. Cleghorn","is_ca":true},{"name":"James K. Mills","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007542178834546256,"gpt":0.2036079983362171,"spread":0.1960658195016708,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008408229,0.0002460366,0.000629045,0.0009666408,0.0001544283,0.00001420456,0.000108662,0.0003080027,0.000004692077],"category_scores_gemma":[0.00001088674,0.0002157883,0.00006214736,0.0003798917,0.0003958829,0.0001258411,0.0001017997,0.0001270949,5.543884e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001947139,"about_ca_system_score_gemma":0.000008437139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001034205,"about_ca_topic_score_gemma":0.0000161382,"domain_scores_codex":[0.9989004,0.000009281175,0.0004475792,0.0003072151,0.00008848255,0.0002470988],"domain_scores_gemma":[0.9994975,0.00002692806,0.0001464341,0.0002537585,0.00002622654,0.0000491135],"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":[0.00001893515,0.00003133594,0.004346373,0.0001679806,0.0002851893,0.000007352476,0.0002522257,0.00007297175,0.992975,0.0001855599,0.0001450127,0.001512074],"study_design_scores_gemma":[0.0004595003,0.0001341421,0.004058,0.00009614436,0.0001156374,0.00008797873,0.0004755412,0.0002887069,0.9894831,0.00005373846,0.004509654,0.0002379166],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738405,0.02515031,0.0002717165,0.00002410584,0.0001048588,0.0002116893,0.00004563139,0.0003115659,0.00003959677],"genre_scores_gemma":[0.9962875,0.002707956,0.0007948974,0.000004042342,0.00001102408,0.00002350605,0.0000114652,0.0000203894,0.0001391977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.022447,"threshold_uncertainty_score":0.8799591,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"M. S. M. Soliman","is_ca":true},{"name":"Eihab Abdel‐Rahman","is_ca":true},{"name":"Ehab F. El‐Saadany","is_ca":true},{"name":"Raafat R. Mansour","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01442094655005122,"gpt":0.1832151559534559,"spread":0.1687942094034047,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002060601,0.0004083086,0.0006245379,0.0007921298,0.0002755717,0.00007473571,0.0002060427,0.0005042914,0.000003061446],"category_scores_gemma":[0.00006082106,0.000358964,0.00003269836,0.0003127633,0.0007257747,0.0002764919,0.0001502259,0.0002270781,0.000002204305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002876425,"about_ca_system_score_gemma":0.00002325474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001236874,"about_ca_topic_score_gemma":0.00001115207,"domain_scores_codex":[0.9983714,0.00004138931,0.0005299869,0.0004561281,0.0001168637,0.0004842202],"domain_scores_gemma":[0.9992347,0.0001081428,0.000156122,0.0003690529,0.00006503815,0.00006690698],"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":[0.00009914202,0.0001123385,0.03346078,0.001140351,0.0005545206,0.0002097717,0.0006623237,0.001121141,0.9286801,0.005573087,0.009887632,0.01849879],"study_design_scores_gemma":[0.0008850686,0.000224409,0.002304587,0.0005173442,0.00003741605,0.0009112973,0.0001583886,0.000412497,0.9456138,0.0004974693,0.0478267,0.0006110162],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730615,0.01310668,0.01216247,0.00009201208,0.0002472943,0.000228048,0.00001763127,0.0009543628,0.0001299881],"genre_scores_gemma":[0.9931176,0.003419175,0.001635924,0.00002363514,0.00003194898,0.00006444283,0.000006176361,0.00004999499,0.001651075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03793907,"threshold_uncertainty_score":0.9998862,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Zhanjie Shao","is_ca":true},{"name":"Carolyn L. Ren","is_ca":true},{"name":"G. E. Schneider","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004681610717456087,"gpt":0.1831823439880223,"spread":0.1785007332705662,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001443892,0.0004608795,0.0007622239,0.0005259395,0.0003404609,0.00003801781,0.0001683306,0.0004481131,0.000005029201],"category_scores_gemma":[0.000008783003,0.0004467852,0.00006927119,0.0002178745,0.0002348179,0.00007125909,0.00002610775,0.0002817639,0.000003942131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007361306,"about_ca_system_score_gemma":0.00004098799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007397503,"about_ca_topic_score_gemma":0.00005764598,"domain_scores_codex":[0.997898,0.00002813768,0.0006320653,0.0005984225,0.00008943861,0.0007538749],"domain_scores_gemma":[0.9993696,0.00004629772,0.0001146873,0.0002985913,0.00004608939,0.0001247797],"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":[0.00006889021,0.00004619176,0.002033981,0.0003708629,0.00009007357,0.00001557688,0.0001243421,0.000002639544,0.9946979,0.00004398613,0.0008418478,0.001663733],"study_design_scores_gemma":[0.003401981,0.0003578961,0.01713921,0.0002322792,0.0001435127,0.0008384999,0.0001437241,0.001246733,0.9197516,0.00004888262,0.05573099,0.0009646712],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8805226,0.1113697,0.006555676,0.0000825016,0.00009282203,0.001002664,0.0001047395,0.0002580557,0.00001120033],"genre_scores_gemma":[0.8744723,0.1243795,0.0002387281,0.00002966641,0.00003567865,0.0003375911,0.00005797039,0.00006162926,0.0003868724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07494625,"threshold_uncertainty_score":0.9997984,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Tomasz Glawdel","is_ca":true},{"name":"Zeyad Almutairi","is_ca":true},{"name":"Shuwen Wang","is_ca":true},{"name":"Carolyn L. Ren","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004710439698334055,"gpt":0.1726267564748962,"spread":0.1679163167765621,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002148887,0.0004081632,0.0005362504,0.0005697002,0.0004055919,0.00008000357,0.0002043197,0.0004021683,0.000008558591],"category_scores_gemma":[0.00001160959,0.0003783607,0.00004067989,0.0003104186,0.0002534931,0.0001421369,0.0001237526,0.000363043,0.000008311611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005855148,"about_ca_system_score_gemma":0.00002019912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003880535,"about_ca_topic_score_gemma":0.00001372141,"domain_scores_codex":[0.9981528,0.00003138094,0.0004984829,0.00058707,0.0001076118,0.0006226878],"domain_scores_gemma":[0.9993881,0.00003704653,0.0001037141,0.0003221265,0.00002383302,0.0001251539],"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":[0.00001259091,0.00003042601,0.002362809,0.0002684528,0.00003923508,0.00001735356,0.0002429577,0.000002528687,0.9861231,0.00003042204,0.005385854,0.005484238],"study_design_scores_gemma":[0.0008347497,0.0000944218,0.001081451,0.0002335183,0.0000277913,0.0006942188,0.0002967211,0.0004341497,0.9479561,0.00004231193,0.04772839,0.0005761722],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8385341,0.1600037,0.0004526715,0.00007486375,0.0001031319,0.0004313475,0.00003905742,0.0003144622,0.00004665605],"genre_scores_gemma":[0.932201,0.06688222,0.0001094897,0.00002611942,0.00004199237,0.0001003359,0.00002065275,0.00005148426,0.0005666866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09366691,"threshold_uncertainty_score":0.9998668,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Amrinder S. Nain","is_ca":false},{"name":"Metin Sitti","is_ca":false},{"name":"Cristina H. Amon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006781020325081843,"gpt":0.1788049801529874,"spread":0.1720239598279055,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001274361,0.0004666327,0.000630804,0.0003672705,0.000445484,0.0001126516,0.0001141091,0.0004004198,0.00001216925],"category_scores_gemma":[0.000007152682,0.0004239095,0.00003729239,0.00009952942,0.0001819462,0.0002623572,0.0001938955,0.0001975322,0.000007881022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002981808,"about_ca_system_score_gemma":0.00001327415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004066329,"about_ca_topic_score_gemma":0.000006405683,"domain_scores_codex":[0.998222,0.00002848227,0.0004837067,0.0005866551,0.0001077976,0.0005713901],"domain_scores_gemma":[0.9993697,0.00002435832,0.0001304503,0.0002762862,0.00002225286,0.0001769785],"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":[0.00002423325,0.00001827164,0.0002741683,0.0004250507,0.00005580343,0.00003491684,0.0001313703,0.000004786338,0.9870031,0.0001676752,0.0001015026,0.01175905],"study_design_scores_gemma":[0.0007785357,0.0001003632,0.001035726,0.0002307895,0.00004856485,0.001589001,0.00009709114,0.0001967569,0.9419539,0.0001255398,0.05327829,0.0005654482],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862388,0.01016208,0.001786064,0.00008975418,0.0006468135,0.0004283125,0.0000691071,0.00054779,0.00003123882],"genre_scores_gemma":[0.985346,0.01291795,0.0006678936,0.00004472262,0.0001155544,0.00005317933,0.00003279147,0.00006877416,0.0007530881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05317679,"threshold_uncertainty_score":0.9998212,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}