{"meta":{"query_hash":"0b8882a5690b","filters":{"venue":"NODYCON conference proceedings series"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/0b8882a5690b","api":"https://metacan.xera.ac/api/v1/cohort?venue=NODYCON+conference+proceedings+series"},"results":[{"id":"W4226156095","doi":"10.1007/978-3-030-81162-4_22","title":"Influence of Model Nonlinearities on the Dynamics of Ring-Type Gyroscopes","year":2022,"lang":"en","type":"book-chapter","venue":"NODYCON conference proceedings series","topic":"Geophysics and Sensor Technology","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Gyroscope; Nonlinear system; Physics; Control theory (sociology); Ring (chemistry); Dynamics (music); Macro; Classical mechanics; Computer science; Acoustics; Quantum mechanics; Artificial intelligence","score_opus":0.019120667845752067,"score_gpt":0.20267002366557782,"score_spread":0.18354935581982576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226156095","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":[0.6948438,0.0026048815,0.24117745,0.0017297529,0.0004181031,0.000041868465,0.0005393511,0.0011397924,0.05750496],"genre_scores_gemma":[0.99445665,0.0003510168,0.0021476285,0.000026538459,0.000023325463,0.000007661087,0.000064856875,0.00011153838,0.0028108042],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99969566,0.000120453995,0.000013292839,0.000061622464,0.00007051461,0.000038356666],"domain_scores_gemma":[0.99690706,0.0025275801,0.00014823471,0.00017856612,0.00020738997,0.00003123351],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007329642,0.0005319379,0.00050567416,0.00019835473,0.0004171937,0.0010510099,0.00025135616,0.00077680097,0.002092252],"category_scores_gemma":[0.009888376,0.00038465785,0.00036538357,0.00018153888,0.0006519504,0.0013806262,0.0005840573,0.00080917275,0.00044871256],"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":[0.00040369714,0.00004184598,0.0030486947,0.0001784052,0.000045322126,0.00025759093,0.0001707854,0.9425787,0.019133613,0.007120145,0.0009929532,0.026028251],"study_design_scores_gemma":[0.0000069824405,0.000040780043,0.0014731601,0.000011099758,0.000015499587,0.00004334622,0.000021050646,0.99278426,0.0039037762,0.0012182797,0.00047025876,0.000011464986],"about_ca_topic_score_codex":0.006655665,"about_ca_topic_score_gemma":0.0061284625,"teacher_disagreement_score":0.006655665,"about_ca_system_score_codex":0.0005816502,"about_ca_system_score_gemma":0.0002652245,"threshold_uncertainty_score":0.01323384},"labels":[],"label_agreement":null},{"id":"W4396558854","doi":"10.1007/978-3-031-50635-2_3","title":"How to Excite Anti-symmetric Modes in a Symmetric MEMS?","year":2024,"lang":"en","type":"book-chapter","venue":"NODYCON conference proceedings series","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Physics","score_opus":0.026728933478398543,"score_gpt":0.23866812220228947,"score_spread":0.21193918872389092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396558854","genre_codex":"other","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":[0.16119531,0.04082838,0.24897586,0.043837115,0.019173384,0.00019867904,0.00031053595,0.0012518389,0.48422885],"genre_scores_gemma":[0.5694617,0.026267523,0.10115404,0.010568223,0.0017643276,0.00021664193,0.00017188267,0.0006050327,0.28979054],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99988925,0.00001316632,0.0000047445196,0.000021874843,0.000050620667,0.000020227042],"domain_scores_gemma":[0.9999329,0.000021612608,0.0000072394546,0.000012794329,0.00001757277,0.000007875632],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030240777,0.00029578447,0.00030301587,0.00015928176,0.00049554283,0.0007898727,0.00042726693,0.0010057162,0.0068025496],"category_scores_gemma":[0.00035031067,0.00031645622,0.0003176532,0.00013895058,0.00092164695,0.0021967357,0.00042297816,0.0011403109,0.0027475867],"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":[0.000083624094,0.00010399329,0.00025017525,0.0006605335,0.00004603167,0.00022258052,0.00025748814,0.001779231,0.2572715,0.5927384,0.030736975,0.11584948],"study_design_scores_gemma":[0.000083418694,0.00029983482,0.0007250434,0.0002065168,0.00006623412,0.0011184035,0.00051272433,0.019731302,0.22919303,0.44251233,0.30543265,0.00011852433],"about_ca_topic_score_codex":0.00018078263,"about_ca_topic_score_gemma":0.00029674682,"teacher_disagreement_score":0.0068025496,"about_ca_system_score_codex":0.0002693723,"about_ca_system_score_gemma":0.00022633508,"threshold_uncertainty_score":0.022756815},"labels":[],"label_agreement":null},{"id":"W4396558881","doi":"10.1007/978-3-031-50635-2_2","title":"A Comparative Study of Two Types of Bifurcation-Based MEMS Sensors","year":2024,"lang":"en","type":"book-chapter","venue":"NODYCON conference proceedings series","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Bifurcation; Microelectromechanical systems; Computer science; Materials science; Physics; Nanotechnology; Nonlinear system","score_opus":0.03987280020757116,"score_gpt":0.28907291385396994,"score_spread":0.24920011364639877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396558881","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":[0.8749722,0.008862481,0.07970126,0.00033062755,0.0002768006,0.00025262803,0.00034441374,0.0007536802,0.034505785],"genre_scores_gemma":[0.9625563,0.0014009911,0.027540624,0.00009877741,0.0000604877,0.00006319548,0.00018769417,0.000042325475,0.008049632],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99928814,0.00007466726,0.00002696435,0.00010449173,0.0004404001,0.00006534455],"domain_scores_gemma":[0.9989907,0.00050286634,0.00008217753,0.000091288304,0.0002908608,0.0000421732],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056508475,0.00027778352,0.0005163097,0.0015593917,0.00043598618,0.0008786229,0.0007619261,0.0010247144,0.0020980132],"category_scores_gemma":[0.0012583787,0.00027393602,0.00043602797,0.0007706893,0.00048537602,0.0010857474,0.00038722853,0.0002573144,0.00064572465],"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":[0.0008506889,0.00020128279,0.004696974,0.0003649115,0.00007864559,0.00022501471,0.00027057703,0.0021998188,0.8928082,0.008400937,0.00066702155,0.08923597],"study_design_scores_gemma":[0.00006438337,0.0015810766,0.026228216,0.00004649028,0.00022776764,0.0012912287,0.00030323165,0.0965946,0.8596695,0.0023608669,0.011551954,0.000080625636],"about_ca_topic_score_codex":0.00045533042,"about_ca_topic_score_gemma":0.0007758012,"teacher_disagreement_score":0.0020980132,"about_ca_system_score_codex":0.0005768984,"about_ca_system_score_gemma":0.00027023145,"threshold_uncertainty_score":0.007018566},"labels":[],"label_agreement":null},{"id":"W4396558915","doi":"10.1007/978-3-031-50635-2_25","title":"A New Methodology for Nonlinear Analysis of Magneto-Rheological Elastomers Behavior Under Large Amplitude Oscillatory Axial (LAOA) Loadings","year":2024,"lang":"en","type":"book-chapter","venue":"NODYCON conference proceedings series","topic":"Vibration Control and Rheological Fluids","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Elastomer; Nonlinear system; Materials science; Magneto; Rheology; Amplitude; Composite material; Mechanical engineering; Engineering; Physics; Optics; Magnet","score_opus":0.04636838824987774,"score_gpt":0.27644979840718725,"score_spread":0.2300814101573095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396558915","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014337085,0.00011471498,0.99633056,0.000022294915,0.000060688537,0.000027280454,0.000032919845,0.00014309524,0.0018348325],"genre_scores_gemma":[0.05228144,0.0007753387,0.9158671,0.00012164965,0.0001582778,0.00044689904,0.00020858327,0.00041009646,0.02973072],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99984753,0.000030908992,0.0000113476335,0.00003472422,0.00006521313,0.000010301589],"domain_scores_gemma":[0.99985635,0.000048393893,0.000015469608,0.000026827433,0.000043988446,0.00000891923],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032421725,0.00075534766,0.0003895218,0.00063831755,0.00044195424,0.0005246751,0.0008293857,0.00050423044,0.0043551247],"category_scores_gemma":[0.00042488705,0.00031870248,0.0005596277,0.00037672927,0.00049070345,0.0008704218,0.0007723567,0.00089870923,0.0017592552],"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":[0.000059962804,0.00018584818,0.0004133013,0.0005288423,0.00011752919,0.00025802563,0.00028664057,0.027558435,0.48693255,0.14696056,0.0064404528,0.33025786],"study_design_scores_gemma":[0.000018673703,0.00018501801,0.0013430362,0.00006490792,0.00006097303,0.0005516563,0.00009855007,0.7970454,0.068741426,0.060962733,0.070849195,0.00007844032],"about_ca_topic_score_codex":0.00054832036,"about_ca_topic_score_gemma":0.0012162079,"teacher_disagreement_score":0.0043551247,"about_ca_system_score_codex":0.00019849266,"about_ca_system_score_gemma":0.00036193908,"threshold_uncertainty_score":0.014569342},"labels":[],"label_agreement":null}]}