{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"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":"72e98362a5d3","filters":{"venue":"Series on stability, vibration and control of systems - Series B"}},"results":[{"id":"W651204234","doi":"10.1142/6161","title":"Advances in Mechanics of Solids","year":2006,"lang":"en","type":"book","venue":"Series on stability, vibration and control of systems - Series B","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Buckling; Continuum mechanics; Mechanics; Vibration; Materials science; Finite element method; Solid mechanics; Structural mechanics; Classical mechanics; Physics; Structural engineering; Composite material; Engineering","authors":[{"name":"Ardéshir Guran","is_ca":false},{"name":"Andrei L. Smirnov","is_ca":false},{"name":"David J. Steigmann","is_ca":false},{"name":"Rémi Vaillancourt","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00552150475521359,"gpt":0.1871903083701986,"spread":0.181668803614985,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006955353,0.001791763,0.001315593,0.00189233,0.0007286126,0.001842859,0.0009872256,0.001238535,0.01946018],"category_scores_gemma":[0.001385447,0.0005135253,0.0009129437,0.002733547,0.001896901,0.002862153,0.001685428,0.002828285,0.01455264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001219546,"about_ca_system_score_gemma":0.001068344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00105347,"about_ca_topic_score_gemma":0.001253392,"domain_scores_codex":[0.9992734,0.0001124722,0.00004544765,0.000139318,0.0003868813,0.00004238604],"domain_scores_gemma":[0.9993994,0.0002406501,0.00003304121,0.0001027134,0.0001750202,0.00004918434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002652529,0.00004064581,0.0002806433,0.000971044,0.00005449196,0.00009564266,0.0003613188,0.004940868,0.00181557,0.5289522,0.2333333,0.2291276],"study_design_scores_gemma":[0.000005382447,0.00002032465,0.0002943589,0.0001897476,0.000008072986,0.0001635805,0.00004994382,0.001952719,0.0003322564,0.2010839,0.7958891,0.00001066006],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002524128,0.5515843,0.1075812,0.007187736,0.01545848,0.00005611976,0.0008451996,0.0008950381,0.3138678],"genre_scores_gemma":[0.07281988,0.4005887,0.0824255,0.00291486,0.01314185,0.0002402286,0.001267882,0.0008636646,0.4257375],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01946018,"threshold_uncertainty_score":0.06510073,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2501625719","doi":"10.1142/9789812792518_0067","title":"Application of Graph Theoretic Modelling to Industrial Belt-Driven Gantry Robots","year":2000,"lang":"en","type":"book-chapter","venue":"Series on stability, vibration and control of systems - Series B","topic":"Advanced Manufacturing and Logistics Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Robot; Graph; Computer science; Artificial intelligence; Theoretical computer science","authors":[{"name":"Amir Khajepour","is_ca":true},{"name":"J. Dunlop","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01719917697624499,"gpt":0.1970245987152839,"spread":0.1798254217390389,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002347888,0.0006804522,0.0006302432,0.0004419694,0.000362073,0.0006177921,0.0009178962,0.0008633767,0.003095509],"category_scores_gemma":[0.0008453598,0.0004011482,0.0008339495,0.0005848352,0.000722637,0.000947763,0.0005302174,0.0009166901,0.0004892806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006753335,"about_ca_system_score_gemma":0.0004286215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00530014,"about_ca_topic_score_gemma":0.005828577,"domain_scores_codex":[0.9998709,0.00005301914,0.000005951187,0.00002293541,0.00003809793,0.000009000638],"domain_scores_gemma":[0.9996709,0.0002326952,0.00002262748,0.00003236918,0.0000290781,0.00001230887],"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":[0.00001429618,0.0000274171,0.0001178305,0.00006524388,0.00001954226,0.0000857339,0.00007441526,0.837792,0.001623835,0.1378691,0.001492468,0.02081808],"study_design_scores_gemma":[0.00000372065,0.000008485083,0.00005700901,0.000005831851,0.000004118376,0.00002032318,0.000009791414,0.8977095,0.0002694874,0.1003551,0.001552046,0.000004519602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01268015,0.0008702977,0.9684308,0.0004417669,0.00009153417,0.00002704048,0.0000683246,0.0002737309,0.01711651],"genre_scores_gemma":[0.7430898,0.002934247,0.2343876,0.0001698991,0.0001193803,0.0001239236,0.0001747641,0.0002140107,0.01878629],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00530014,"threshold_uncertainty_score":0.01053858,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2478894948","doi":"10.1142/9789812792518_0066","title":"A New Shape Memory Allow Rotary Actuator: Design and Modelling","year":2000,"lang":"en","type":"book-chapter","venue":"Series on stability, vibration and control of systems - Series B","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Actuator; Rotary actuator; Shape-memory alloy; Computer science; Rotary engine; Mechanical engineering; Engineering; Artificial intelligence","authors":[{"name":"Amir Khajepour","is_ca":true},{"name":"H. Dehestani","is_ca":true},{"name":"Farid Golnaraghi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02931983535346659,"gpt":0.2134812808728633,"spread":0.1841614455193967,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001151683,0.0004031555,0.0005106019,0.0002067301,0.0002438191,0.0005368448,0.001128192,0.001072936,0.003465425],"category_scores_gemma":[0.0001242107,0.0003551054,0.0005499295,0.0002834544,0.000371788,0.0006013058,0.0002880229,0.0005437191,0.0008914669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002240897,"about_ca_system_score_gemma":0.0003049858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009823182,"about_ca_topic_score_gemma":0.001580291,"domain_scores_codex":[0.9999242,0.000006942019,0.000003304487,0.00001672571,0.00004152377,0.000007350072],"domain_scores_gemma":[0.9999647,0.00001038969,0.000006031437,0.000006917992,0.000008670514,0.000003149646],"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":[0.0001781637,0.00006908369,0.0003575816,0.0009405587,0.00007249526,0.000445976,0.0002504327,0.4569979,0.2315782,0.1142527,0.005769044,0.1890879],"study_design_scores_gemma":[0.00002361957,0.0001786166,0.0004308606,0.00003065515,0.00004585796,0.0005790401,0.00001940541,0.9211325,0.01891882,0.005471571,0.05314026,0.00002871938],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0245422,0.004138718,0.9424707,0.0002433455,0.0001824716,0.0001018406,0.000165171,0.001337764,0.02681772],"genre_scores_gemma":[0.4857828,0.005709611,0.4317754,0.0001554027,0.0001356793,0.0004674572,0.0003741831,0.0002637044,0.07533575],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003465425,"threshold_uncertainty_score":0.01159298,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4244582305","doi":"10.1142/9789812811950_bmatter","title":"BACK MATTER","year":2001,"lang":"en","type":"paratext","venue":"Series on stability, vibration and control of systems - Series B","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"STMicroelectronics (Canada)","funders":"","keywords":"Mathematics","authors":[{"name":"Ardéshir Guran","is_ca":true},{"name":"Gérard A. Maugin","is_ca":false},{"name":"Jüri Engelbrecht","is_ca":false},{"name":"Michael Werby","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01803455603089686,"gpt":0.2432548091345382,"spread":0.2252202531036413,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004437611,0.001973563,0.001515262,0.002398393,0.00160551,0.006773038,0.001328028,0.001785838,0.925052],"category_scores_gemma":[0.001668861,0.0004476738,0.0007735633,0.001842379,0.0009674002,0.002632851,0.001888991,0.00207826,0.9064305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001687106,"about_ca_system_score_gemma":0.001180744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001566462,"about_ca_topic_score_gemma":0.003387532,"domain_scores_codex":[0.999582,0.00003646295,0.00001920854,0.0001638474,0.0001318341,0.00006671668],"domain_scores_gemma":[0.9992844,0.0001096984,0.00004661822,0.0001263324,0.000221243,0.0002117592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004372891,0.0000401894,0.0001042448,0.0002479735,0.000009696736,0.00004690657,0.00002670999,0.0001047324,0.0004675992,0.00860916,0.8880141,0.1022849],"study_design_scores_gemma":[0.00001124456,0.00001789265,0.0002482405,0.0001162076,0.000005516387,0.00004731567,0.00002525802,0.0001021817,0.0001929517,0.002817128,0.9964108,0.000005216264],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003789078,0.001160901,0.0007550206,0.002463429,0.006846718,0.00006840028,0.002821704,0.0006740778,0.9848309],"genre_scores_gemma":[0.0006222784,0.000442243,0.0001531904,0.0001989397,0.0003191539,0.00001414535,0.0006004696,0.0001145664,0.997535],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07494795,"threshold_uncertainty_score":0.1069041,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4254529476","doi":"10.1142/9789812810755_bmatter","title":"BACK MATTER","year":2001,"lang":"en","type":"paratext","venue":"Series on stability, vibration and control of systems - Series B","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"STMicroelectronics (Canada)","funders":"","keywords":"Computer science","authors":[{"name":"Ardéshir Guran","is_ca":true},{"name":"Adrianus T. de Hoop","is_ca":false},{"name":"Dieter Guicking","is_ca":false},{"name":"Francesco Mainardi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01803455603089686,"gpt":0.2432548091345382,"spread":0.2252202531036413,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004437611,0.001973563,0.001515262,0.002398393,0.00160551,0.006773038,0.001328028,0.001785838,0.925052],"category_scores_gemma":[0.001668861,0.0004476738,0.0007735633,0.001842379,0.0009674002,0.002632851,0.001888991,0.00207826,0.9064305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001687106,"about_ca_system_score_gemma":0.001180744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001566462,"about_ca_topic_score_gemma":0.003387532,"domain_scores_codex":[0.999582,0.00003646295,0.00001920854,0.0001638474,0.0001318341,0.00006671668],"domain_scores_gemma":[0.9992844,0.0001096984,0.00004661822,0.0001263324,0.000221243,0.0002117592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004372891,0.0000401894,0.0001042448,0.0002479735,0.000009696736,0.00004690657,0.00002670999,0.0001047324,0.0004675992,0.00860916,0.8880141,0.1022849],"study_design_scores_gemma":[0.00001124456,0.00001789265,0.0002482405,0.0001162076,0.000005516387,0.00004731567,0.00002525802,0.0001021817,0.0001929517,0.002817128,0.9964108,0.000005216264],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003789078,0.001160901,0.0007550206,0.002463429,0.006846718,0.00006840028,0.002821704,0.0006740778,0.9848309],"genre_scores_gemma":[0.0006222784,0.000442243,0.0001531904,0.0001989397,0.0003191539,0.00001414535,0.0006004696,0.0001145664,0.997535],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07494795,"threshold_uncertainty_score":0.1069041,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2503879349","doi":"10.1142/9789812792518_0017","title":"Modelling and Stability Analysis of an Airplane Engine with a 4-Blade Propeller","year":2000,"lang":"en","type":"book-chapter","venue":"Series on stability, vibration and control of systems - Series B","topic":"Advanced Combustion Engine Technologies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Airplane; Propeller; Blade (archaeology); Aeronautics; Marine engineering; Stability (learning theory); Aerospace engineering; Engineering; Computer science; Automotive engineering; Mechanical engineering; Machine learning","authors":[{"name":"D. Boulahbal","is_ca":true},{"name":"Farid Golnaraghi","is_ca":true},{"name":"A. Khajepour","is_ca":true},{"name":"T. Haskett","is_ca":true},{"name":"T. Zelenka","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01595994646606254,"gpt":0.2024550127213765,"spread":0.186495066255314,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002089432,0.0008752684,0.0008857433,0.0004915391,0.0006162525,0.0008123844,0.001201734,0.001522975,0.00266771],"category_scores_gemma":[0.0003965376,0.0004939818,0.001156589,0.000264973,0.0007118838,0.0007863689,0.0006019151,0.0006983029,0.0006701391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005886421,"about_ca_system_score_gemma":0.0007516562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01636769,"about_ca_topic_score_gemma":0.008745815,"domain_scores_codex":[0.9998984,0.00002279518,0.000005995305,0.00001691569,0.00004166622,0.00001411967],"domain_scores_gemma":[0.9998856,0.00005317937,0.00001942812,0.000009775771,0.00002627702,0.000005875677],"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":[0.00002809822,0.00001130301,0.0001136506,0.00003566523,0.00001172678,0.00008826186,0.00003486883,0.9893651,0.004084059,0.003093466,0.0002075193,0.002926372],"study_design_scores_gemma":[0.000002998261,0.00001330452,0.000100889,0.000002683219,0.000004556729,0.00001577789,0.000005074703,0.9982429,0.0004405205,0.0008107281,0.0003571443,0.000003507018],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2257573,0.002990791,0.7119144,0.0006623596,0.0002968452,0.0001719624,0.0003750311,0.001170216,0.05666111],"genre_scores_gemma":[0.9543973,0.0009658024,0.01747655,0.00005443984,0.00006605917,0.0001048616,0.0002279536,0.0001261594,0.02658081],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01636769,"threshold_uncertainty_score":0.03254479,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2477089379","doi":"10.1142/9789812773166_0011","title":"QUANTIZATION EFFECTS IN SHALLOW POWDER BED VIBRATIONS","year":2006,"lang":"en","type":"book-chapter","venue":"Series on stability, vibration and control of systems - Series B","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Quantization (signal processing); Vibration; Materials science; Geology; Acoustics; Computer science; Physics; Computer vision","authors":[{"name":"Joseph Pegna","is_ca":true},{"name":"Jun Zhu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007295542542740637,"gpt":0.1903019334121441,"spread":0.1830063908694035,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002832351,0.0003725968,0.0006718824,0.0003718926,0.0003348834,0.0006981865,0.0004495489,0.0004776517,0.008804032],"category_scores_gemma":[0.0009604549,0.000333418,0.0003141401,0.0005213231,0.001250925,0.001104962,0.0007815031,0.001089964,0.0006082939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003140482,"about_ca_system_score_gemma":0.0001983646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005743338,"about_ca_topic_score_gemma":0.0006117288,"domain_scores_codex":[0.9998122,0.00003723117,0.00001276434,0.00002972682,0.00008832958,0.00001979217],"domain_scores_gemma":[0.9995928,0.0002465527,0.00002449934,0.00004803037,0.00005972382,0.00002835433],"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":[0.0003602867,0.00009917764,0.0006479325,0.0004620135,0.00003656916,0.0006218824,0.000818232,0.03433666,0.1182892,0.7250169,0.01128304,0.1080282],"study_design_scores_gemma":[0.0001087466,0.0002557613,0.00521349,0.0001006617,0.00003572179,0.0008076605,0.0003637265,0.3598401,0.0242964,0.5894709,0.01937762,0.0001291542],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2588412,0.01751158,0.6120707,0.002127378,0.002629522,0.00009577404,0.0002545415,0.001035042,0.1054341],"genre_scores_gemma":[0.9036665,0.004011258,0.03170261,0.0002872684,0.0004293254,0.00004706593,0.0001175631,0.0002683446,0.05947009],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008804032,"threshold_uncertainty_score":0.02945238,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2480477534","doi":"10.1142/9789812773166_0010","title":"AN EVOLUTION OF SOLID ELEMENTS FOR THERMAL-MECHANICAL FINITE ELEMENT ANALYSIS","year":2006,"lang":"en","type":"book-chapter","venue":"Series on stability, vibration and control of systems - Series B","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Finite element method; Materials science; Thermal; Mechanical engineering; Structural engineering; Engineering; Physics; Thermodynamics","authors":[{"name":"J. M. J. McDill","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01346698574432089,"gpt":0.2320098633891728,"spread":0.2185428776448519,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007311393,0.0007091539,0.0006420654,0.001192045,0.0005073405,0.001239805,0.00157952,0.0008612588,0.007987209],"category_scores_gemma":[0.00160877,0.0007368574,0.0009250186,0.001326058,0.001470223,0.001397638,0.001554292,0.002529273,0.003758664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005705473,"about_ca_system_score_gemma":0.00060468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009041977,"about_ca_topic_score_gemma":0.001975491,"domain_scores_codex":[0.9995242,0.0001165877,0.00003126344,0.00005087398,0.0002594767,0.00001762519],"domain_scores_gemma":[0.9995567,0.000163247,0.00001971437,0.00009090656,0.0001393816,0.00002998364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002586933,0.00004802506,0.0002022754,0.0002463024,0.00002647558,0.00006218165,0.0002659923,0.04257614,0.006779039,0.7822532,0.01221619,0.1552983],"study_design_scores_gemma":[0.00002039515,0.00004535476,0.0002209263,0.0002153079,0.00002253751,0.000224106,0.00006825844,0.2099331,0.003537638,0.5053744,0.28031,0.00002786899],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002318959,0.005576713,0.9559071,0.0004737526,0.0009100452,0.00005117225,0.0001188486,0.0002762913,0.0343671],"genre_scores_gemma":[0.04450933,0.007075399,0.8999888,0.0002887835,0.000439587,0.0001760318,0.0002428811,0.0006131121,0.04666607],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007987209,"threshold_uncertainty_score":0.02671987,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4232550444","doi":"10.1142/9789812811271_fmatter","title":"FRONT MATTER","year":2001,"lang":"en","type":"paratext","venue":"Series on stability, vibration and control of systems - Series B","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"STMicroelectronics (Canada)","funders":"","keywords":"Front (military); Geology; Oceanography","authors":[{"name":"Ardéshir Guran","is_ca":true},{"name":"Friedrich Pfeiffer","is_ca":false},{"name":"Karl Popp","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0158586502309266,"gpt":0.2399518937161995,"spread":0.2240932434852729,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005205612,0.003882855,0.001850946,0.00249812,0.001387627,0.005334442,0.001631131,0.003039878,0.9319375],"category_scores_gemma":[0.00147411,0.0005887962,0.0009491837,0.001542695,0.001192832,0.002826664,0.001804297,0.00194651,0.9124084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001029375,"about_ca_system_score_gemma":0.001107152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001431712,"about_ca_topic_score_gemma":0.00201513,"domain_scores_codex":[0.9995252,0.00003566898,0.00002125193,0.0002207925,0.0001178483,0.00007928912],"domain_scores_gemma":[0.9989254,0.0003104154,0.00007721393,0.00007936739,0.0002736323,0.0003340371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001084615,0.0001344883,0.0002849037,0.0006290353,0.00002169035,0.0001646728,0.00006961415,0.000320197,0.002273912,0.0109125,0.7243575,0.2607231],"study_design_scores_gemma":[0.00004000792,0.0000735257,0.0005027933,0.0002247215,0.0000106414,0.0001319638,0.00005564952,0.0002611592,0.0002883456,0.0018989,0.9965017,0.00001058639],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006443312,0.001280485,0.001204476,0.002431221,0.004519879,0.0001278348,0.001718954,0.0005542196,0.9875187],"genre_scores_gemma":[0.0008153886,0.0007723637,0.0003042637,0.0004281134,0.0005235625,0.00004069011,0.0005593256,0.00009734547,0.9964589],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06806248,"threshold_uncertainty_score":0.09708285,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4244569602","doi":"10.1142/9789812778536_bmatter","title":"BACK MATTER","year":2002,"lang":"en","type":"paratext","venue":"Series on stability, vibration and control of systems - Series B","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"STMicroelectronics (Canada)","funders":"","keywords":"Computer science","authors":[{"name":"Ardéshir Guran","is_ca":true},{"name":"Anders Boström","is_ca":false},{"name":"Oswald Leroy","is_ca":false},{"name":"G. Mazé","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02009044266493648,"gpt":0.2349010313142436,"spread":0.2148105886493071,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004312192,0.001985308,0.00158011,0.002348733,0.00160101,0.007056829,0.00132302,0.001720572,0.9164773],"category_scores_gemma":[0.001617322,0.000445979,0.0007669426,0.001847728,0.0009442398,0.002499658,0.00178498,0.002038246,0.8989837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001624192,"about_ca_system_score_gemma":0.001126921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00162543,"about_ca_topic_score_gemma":0.003514742,"domain_scores_codex":[0.9995592,0.00003847077,0.00002087742,0.0001757918,0.0001396523,0.00006599717],"domain_scores_gemma":[0.9992874,0.0001068111,0.00004586944,0.0001224099,0.0002245259,0.0002130079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004458788,0.00004394331,0.0001098565,0.0002454755,0.0000106409,0.00005139189,0.00002840485,0.0001026957,0.0004778581,0.008479002,0.8870125,0.1033936],"study_design_scores_gemma":[0.00001147421,0.00001868466,0.0002679852,0.0001145677,0.000006159169,0.00005262434,0.00002787532,0.000114333,0.0002104558,0.003004665,0.9961654,0.000005653167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004078916,0.001311633,0.0007930263,0.00246956,0.00752095,0.00006844146,0.00278964,0.0007421329,0.9838967],"genre_scores_gemma":[0.0006535318,0.0004474226,0.0001585541,0.0002130721,0.0003390228,0.00001306186,0.0005513871,0.0001190495,0.997505],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08352274,"threshold_uncertainty_score":0.1191351,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}