{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"d98b9230b30e","filters":{"venue":"Volume 5: Dynamics, Vibration, and Control"}},"results":[{"id":"W4319588931","doi":"10.1115/imece2022-96808","title":"Evaluation of Fuel Rod Response Using Principal Component Analysis","year":2022,"lang":"en","type":"article","venue":"Volume 5: Dynamics, Vibration, and Control","topic":"Nuclear Engineering Thermal-Hydraulics","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":"Polytechnique Montréal","funders":"","keywords":"Nozzle; Mechanics; Transverse plane; Bundle; Instability; Materials science; Amplitude; Vibration; Jet (fluid); Flow (mathematics); Acceleration; Physics; Optics; Structural engineering; Acoustics; Classical mechanics; Composite material; Engineering; Thermodynamics","authors":[{"name":"Ibrahim Gad-el-Hak","is_ca":true},{"name":"Njuki Mureithi","is_ca":true},{"name":"Kostas Karazis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0092354373874025,"gpt":0.2102430235145835,"spread":0.201007586127181,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001018264,0.000976076,0.0005645838,0.003038478,0.000420875,0.0008786429,0.0003488786,0.000362273,0.002765003],"category_scores_gemma":[0.002180977,0.0001686293,0.000577366,0.002107538,0.0002688683,0.00047081,0.0003655677,0.0004056034,0.0006388638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002738475,"about_ca_system_score_gemma":0.0005003781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002769289,"about_ca_topic_score_gemma":0.00212464,"domain_scores_codex":[0.9993337,0.00009576452,0.00004054728,0.000154895,0.0002989796,0.0000761331],"domain_scores_gemma":[0.9988611,0.0003316321,0.00009825697,0.00009890746,0.0005605728,0.00004951487],"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":[0.0009807247,0.0007382805,0.02170595,0.0005478399,0.0002261562,0.0002577082,0.0004256545,0.04206041,0.3008745,0.001129209,0.002810251,0.6282433],"study_design_scores_gemma":[0.00003535396,0.001184907,0.2056593,0.0000445912,0.0001487641,0.0002370551,0.0005664483,0.6672754,0.1193602,0.001044675,0.004273024,0.0001703019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6539718,0.0003843517,0.3375363,0.0001199722,0.0001149199,0.0003912583,0.001702065,0.003137802,0.002641578],"genre_scores_gemma":[0.894893,0.000201042,0.1017753,0.00001258713,0.00002074513,0.0002507607,0.001365602,0.0001585055,0.001322519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003038478,"threshold_uncertainty_score":0.009249866,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319778957","doi":"10.1115/imece2022-94575","title":"Dynamics of a Cantilevered Pipe Aspirating Fluid and Subjected to Reverse External Flow: the Effect of External Flow Confinement","year":2022,"lang":"en","type":"article","venue":"Volume 5: Dynamics, Vibration, and Control","topic":"Fluid Dynamics and Vibration Analysis","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":"McGill University","funders":"","keywords":"Mechanics; Volumetric flow rate; Instability; Plug flow; Materials science; Flow (mathematics); Flow velocity; Cantilever; Amplitude; Pipe flow; Bifurcation; Fluid dynamics; Physics; Composite material; Turbulence; Optics; Nonlinear system","authors":[{"name":"Ahmed Shaaban","is_ca":true},{"name":"Mahdi Chehreghani","is_ca":true},{"name":"Arun K. Misra","is_ca":true},{"name":"Michael P. Paı̈doussis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002183758978287752,"gpt":0.1730285195124335,"spread":0.1708447605341458,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002462059,0.0002339801,0.0003866308,0.000176117,0.0002492371,0.0002920089,0.0002580418,0.0003012806,0.0008015499],"category_scores_gemma":[0.000536199,0.0001095132,0.0002073346,0.0001015182,0.0006425783,0.0002348186,0.0004359,0.0002653542,0.00009965729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451846,"about_ca_system_score_gemma":0.000192647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007385232,"about_ca_topic_score_gemma":0.0004880485,"domain_scores_codex":[0.9998631,0.00001447081,0.000008325197,0.00002682347,0.00005568967,0.00003155175],"domain_scores_gemma":[0.9996977,0.00009991447,0.00006382316,0.00002326266,0.00005716108,0.00005802797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000123115,0.00002065056,0.001071076,0.00002912978,0.000006190017,0.0001253087,0.0001142737,0.001246543,0.9955536,0.00006417381,0.00002131567,0.001624743],"study_design_scores_gemma":[0.00005325074,0.001711895,0.02223562,0.00002174031,0.0000242215,0.0001578526,0.0003293562,0.08563685,0.8888631,0.0001246701,0.0007949716,0.00004641087],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999007,0.00003039503,0.0007739124,0.00001135627,0.000003918726,0.000005743264,0.00001534111,0.0000130943,0.0001392719],"genre_scores_gemma":[0.9989226,0.00002850901,0.0007956148,0.000009104122,0.000002892077,0.000009397203,0.00002909834,0.000004195505,0.0001985123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008015499,"threshold_uncertainty_score":0.002681494,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319779146","doi":"10.1115/imece2022-96406","title":"Vibration Control of a Cantilever Beam Using Reduced Model","year":2022,"lang":"en","type":"article","venue":"Volume 5: Dynamics, Vibration, and Control","topic":"Hydraulic and Pneumatic Systems","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 Saskatchewan","funders":"","keywords":"Cantilever; Vibration; Finite element method; Beam (structure); Control theory (sociology); Reduction (mathematics); Vibration control; Realization (probability); Linear-quadratic regulator; Eigenvalues and eigenvectors; Optimal control; Computer science; Engineering; Structural engineering; Mathematics; Physics; Acoustics; Mathematical optimization; Control (management); Geometry","authors":[{"name":"Amir Mohamad Kamalirad","is_ca":true},{"name":"Reza Fotouhi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006233535737169425,"gpt":0.1820158466989047,"spread":0.1757823109617353,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001846743,0.0002963937,0.0003981151,0.0001768287,0.0001618333,0.0003357119,0.0004075706,0.0003911969,0.001908081],"category_scores_gemma":[0.0002355974,0.0001651385,0.0003411986,0.00009760477,0.0002416216,0.0002315173,0.0002387533,0.0002954987,0.0002470656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002143636,"about_ca_system_score_gemma":0.000322016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002305744,"about_ca_topic_score_gemma":0.001842751,"domain_scores_codex":[0.999891,0.00002827965,0.000003696805,0.00001929465,0.00004739809,0.00001021174],"domain_scores_gemma":[0.9999185,0.0000293166,0.00001060229,0.00001306312,0.0000249671,0.0000036015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001090243,0.00004644761,0.0004579417,0.0001090808,0.00004122611,0.0001017205,0.000078046,0.8605916,0.1049731,0.00901066,0.0006086811,0.02387249],"study_design_scores_gemma":[0.000004673839,0.00003303905,0.0001111564,0.000002288752,0.000003052599,0.000006302739,0.000003948594,0.9980329,0.001086753,0.0004435153,0.0002703935,0.000002082693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1108671,0.0001913027,0.8801677,0.0001767252,0.00004366604,0.00003829727,0.0000963077,0.0004222786,0.007996602],"genre_scores_gemma":[0.96617,0.0001001097,0.0308303,0.00002682657,0.000007140342,0.0000644528,0.00007632107,0.00001884918,0.002706102],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002305744,"threshold_uncertainty_score":0.006383181,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319588728","doi":"10.1115/imece2022-96787","title":"Experimental Characterization of the Nonlinear Boundary Conditions Applied by Two Different Designs of Spacer Grids on PWR Fuel Rods","year":2022,"lang":"en","type":"article","venue":"Volume 5: Dynamics, Vibration, and Control","topic":"Vibration and Dynamic Analysis","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":"McGill University","funders":"","keywords":"Rod; Materials science; Coolant; Structural engineering; Vibration; Mechanics; Nonlinear system; Mechanical engineering; Engineering; Acoustics; Physics","authors":[{"name":"Giovanni Ferrari","is_ca":true},{"name":"Brian Painter","is_ca":false},{"name":"Giulio Franchini","is_ca":true},{"name":"Kostas Karazis","is_ca":false},{"name":"Marco Amabili","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003655648227718141,"gpt":0.1888152544348246,"spread":0.1851596062071064,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003627081,0.0004015331,0.0002993231,0.0002221665,0.0001878458,0.000246235,0.0004337655,0.0004612652,0.001633505],"category_scores_gemma":[0.001074548,0.0001950237,0.0001627344,0.0002139451,0.000438319,0.0002328504,0.0003456983,0.0003203709,0.0001961462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000264896,"about_ca_system_score_gemma":0.0001205687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004864877,"about_ca_topic_score_gemma":0.0006921468,"domain_scores_codex":[0.9995865,0.00005012794,0.00002908907,0.00008034108,0.0001647255,0.00008928127],"domain_scores_gemma":[0.9991511,0.0002746773,0.0002118681,0.0001441653,0.0001568785,0.00006125975],"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":[0.0001516968,0.00004876221,0.0004326826,0.00006854176,0.000003241037,0.00008619426,0.0001118339,0.001109485,0.996466,0.00007133451,0.00002734757,0.001422926],"study_design_scores_gemma":[0.00001924312,0.0007804565,0.00294113,0.00001056548,0.000006560943,0.00002584567,0.00009082065,0.004352834,0.9913673,0.00001998918,0.0003763103,0.000008834711],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981087,0.000064654,0.001424537,0.00001037185,0.00001303886,0.0000126476,0.00006047689,0.00003516206,0.0002702859],"genre_scores_gemma":[0.9983835,0.00004372567,0.001213667,0.000004262761,0.00000261053,0.00001767004,0.0000308537,0.00001002059,0.0002936142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001633505,"threshold_uncertainty_score":0.005464613,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7131162429","doi":"10.1115/imece2025-165197","title":"Production of Uniformly Sized Liquid Droplets Using a Vibrating Needle for TRISO Fuel Fabrication","year":2025,"lang":"","type":"article","venue":"Volume 5: Dynamics, Vibration, and Control","topic":"Electrohydrodynamics and Fluid Dynamics","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":"Canadian Nuclear Laboratories","funders":"","keywords":"Breakup; Fabrication; Coolant; Jet (fluid); Vibration; Viscosity; Newtonian fluid; Liquid fuel; Combustion","authors":[{"name":"Ibrahim Gad-el-Hak","is_ca":true},{"name":"Salim El Bouzidi","is_ca":true},{"name":"Michael Burlock","is_ca":true},{"name":"Reeghan Osmond","is_ca":true},{"name":"Anil Prasad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004297883886254438,"gpt":0.2062027399404984,"spread":0.201904856054244,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001949207,0.0002294647,0.000232095,0.000165897,0.0001290524,0.0002641364,0.0002565335,0.0002223536,0.0005748661],"category_scores_gemma":[0.0002140714,0.0001055225,0.0002445788,0.0001394535,0.0002122299,0.0002400196,0.0002702451,0.0002166345,0.0001693143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002186401,"about_ca_system_score_gemma":0.0001124689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003188295,"about_ca_topic_score_gemma":0.0005010869,"domain_scores_codex":[0.9998585,0.000009501303,0.0000148333,0.00003913769,0.00006213834,0.00001601043],"domain_scores_gemma":[0.9998667,0.00002891382,0.00004715825,0.00001547387,0.0000253623,0.00001626814],"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":[0.00001338769,0.000006194263,0.00005909894,0.0000165708,9.144671e-7,0.00002007177,0.0000115574,0.0001261862,0.9987326,0.00003599365,0.000005449564,0.0009720316],"study_design_scores_gemma":[0.000004348035,0.0001436603,0.0003372306,0.000001720963,0.000002398505,0.00002216414,0.000008070136,0.001579744,0.997564,0.00000932393,0.0003246951,0.000002723293],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662765,0.0003745149,0.03201847,0.00002981148,0.00002883551,0.00008619735,0.000111306,0.0001335523,0.0009407746],"genre_scores_gemma":[0.9722242,0.0001719381,0.02672336,0.00001191143,0.000002817078,0.00003566986,0.00009507935,0.00002681816,0.0007082017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005748661,"threshold_uncertainty_score":0.001923084,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}