{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":57,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":57,"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":"0616c963a1a3","filters":{"venue":"Journal of Computing and Information Science in Engineering"}},"results":[{"id":"W1974652544","doi":"10.1115/1.1526508","title":"Definition and Review of Virtual Prototyping","year":2002,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":284,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Virtual prototyping; Virtual reality; Confusion; Computer science; Human–computer interaction; Rapid prototyping; Software engineering; Virtual machine; Engineering; Engineering drawing; Systems engineering; Simulation; Programming language; Psychology; Mechanical engineering","authors":[{"name":"G. Gary Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0110249886031494,"gpt":0.2113962772179999,"spread":0.2003712886148505,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003714627,0.001287394,0.001756529,0.009154493,0.001393693,0.005222545,0.002576918,0.00291218,0.005484986],"category_scores_gemma":[0.01020962,0.0006579549,0.0007259895,0.009805381,0.004238376,0.00591821,0.002348499,0.002351074,0.002354777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002676021,"about_ca_system_score_gemma":0.003939277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002581265,"about_ca_topic_score_gemma":0.001683205,"domain_scores_codex":[0.993349,0.002228381,0.001018759,0.0007536696,0.002448177,0.0002019987],"domain_scores_gemma":[0.992199,0.004824037,0.0005852039,0.0003737368,0.00185513,0.0001628621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007496676,0.00007611268,0.0005231196,0.01165105,0.00004905822,0.0007500988,0.001648332,0.002022564,0.0009931804,0.317757,0.04236637,0.6220882],"study_design_scores_gemma":[0.00000794309,0.00006047741,0.0005398946,0.00459458,0.00002809145,0.001369571,0.000465317,0.0005581047,0.000479159,0.04324469,0.948603,0.00004918349],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000998691,0.9326709,0.02065875,0.003745902,0.0024464,0.00008035095,0.0001135187,0.00006163371,0.03922379],"genre_scores_gemma":[0.02165667,0.9369832,0.02609753,0.002566089,0.003330841,0.0002501108,0.0002449364,0.00006399419,0.008806633],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009154493,"threshold_uncertainty_score":0.01964504,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1970078282","doi":"10.1115/1.1573235","title":"Application of a Unified Jacobian—Torsor Model for Tolerance Analysis","year":2003,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":189,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières; Université de Sherbrooke","funders":"","keywords":"Jacobian matrix and determinant; Kinematics; Tolerance analysis; Infinitesimal; Representation (politics); Computer science; Robotics; Unification; Algorithm; Artificial intelligence; Mathematics; Engineering drawing; Robot; Engineering; Applied mathematics","authors":[{"name":"Alain Desrochers","is_ca":true},{"name":"Walid Ghié","is_ca":true},{"name":"Luc Laperrière","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006224854342317638,"gpt":0.2198005805280114,"spread":0.2135757261856938,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004623425,0.0008809705,0.0008277324,0.001127599,0.0003429804,0.001291525,0.001713449,0.000816029,0.0042688],"category_scores_gemma":[0.0007795703,0.0003027903,0.00120652,0.0008099346,0.0008388307,0.001126237,0.001010865,0.0009300843,0.001443035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005433428,"about_ca_system_score_gemma":0.0009860758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006361722,"about_ca_topic_score_gemma":0.003159995,"domain_scores_codex":[0.9996396,0.00006633376,0.00001880988,0.00005826176,0.0001794693,0.00003746389],"domain_scores_gemma":[0.9998028,0.00004531779,0.00003840357,0.00003628079,0.00006270403,0.0000145811],"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":[0.00003991398,0.00003647769,0.0004761956,0.0001285051,0.00003499995,0.0003217814,0.0001853734,0.7342293,0.006828852,0.218909,0.002146438,0.03666323],"study_design_scores_gemma":[0.000005167408,0.00003139919,0.0001261686,0.00001077827,0.000009601838,0.00007375783,0.00002066559,0.9814605,0.0007236571,0.01250084,0.005024475,0.00001313188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002652512,0.0002053734,0.9894021,0.00007639106,0.00006114987,0.00002503602,0.00007567033,0.0002585319,0.007243163],"genre_scores_gemma":[0.6493362,0.002042748,0.3126535,0.0001489886,0.0002762948,0.000326098,0.0007184888,0.0005944808,0.03390324],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006361722,"threshold_uncertainty_score":0.01428056,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2899604408","doi":"10.1115/1.4041913","title":"Challenges and Status on Design and Computation for Emerging Additive Manufacturing Technologies","year":2018,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":88,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Directorate for Engineering","keywords":"Computer science; Product design; Systems engineering; Function (biology); Domain (mathematical analysis); Product (mathematics); Manufacturing engineering; New product development; Computer Aided Design; Emerging technologies; Scale (ratio); Industrial engineering; Engineering; Mechanical engineering; Artificial intelligence; Mathematics","authors":[{"name":"Yuen‐Shan Leung","is_ca":false},{"name":"Tsz-Ho Kwok","is_ca":true},{"name":"Xiangjia Li","is_ca":false},{"name":"Yang Yang","is_ca":false},{"name":"Charlie C. L. Wang","is_ca":false},{"name":"Yong Chen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02155684746230053,"gpt":0.2610135180259169,"spread":0.2394566705636164,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002939749,0.0007778436,0.001565513,0.00105539,0.0006383939,0.003821019,0.002269904,0.002776823,0.003819458],"category_scores_gemma":[0.00381738,0.0006272849,0.001121862,0.001265797,0.002522755,0.004505419,0.001807445,0.003384652,0.00159028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009461625,"about_ca_system_score_gemma":0.001479166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006243167,"about_ca_topic_score_gemma":0.0006778806,"domain_scores_codex":[0.9985126,0.0004966708,0.0001036277,0.000167736,0.0006292313,0.00009011126],"domain_scores_gemma":[0.997427,0.001744091,0.00009880531,0.0002254236,0.0004148358,0.00008979243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008102192,0.0001069478,0.000610368,0.00422142,0.00008347847,0.0001623223,0.0003448513,0.06214116,0.0039851,0.6386555,0.0137284,0.2758794],"study_design_scores_gemma":[0.00004091758,0.0001714415,0.0004248456,0.001558988,0.00006441298,0.000331677,0.0003773594,0.1752529,0.002797152,0.468505,0.3503799,0.00009549281],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01457558,0.5069087,0.4048586,0.0274793,0.00232562,0.00008446628,0.0002142007,0.0005780549,0.04297543],"genre_scores_gemma":[0.1204947,0.4900036,0.3724455,0.002697668,0.003064918,0.0003572343,0.0004395994,0.0002422915,0.01025444],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003821019,"threshold_uncertainty_score":0.01554704,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2990913701","doi":"10.1115/1.4045491","title":"NBLSTM: Noisy and Hybrid Convolutional Neural Network and BLSTM-Based Deep Architecture for Remaining Useful Life Estimation","year":2019,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":35,"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":"Convolutional neural network; Computer science; Robustness (evolution); Deep learning; Artificial intelligence; Software deployment; Process (computing); Artificial neural network; Machine learning; Pattern recognition (psychology)","authors":[{"name":"Ali Al-Dulaimi","is_ca":true},{"name":"Soheil Zabihi","is_ca":true},{"name":"Amir Asif","is_ca":true},{"name":"Arash Mohammed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004802300276549434,"gpt":0.2380221536025608,"spread":0.2332198533260113,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005928684,0.0007963087,0.0004128542,0.0003668511,0.0002314363,0.0004868901,0.00117724,0.0008197926,0.001424487],"category_scores_gemma":[0.00127424,0.0003228441,0.0004525599,0.000351088,0.0003905945,0.0009455632,0.0005879909,0.0009626678,0.0004167322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008182633,"about_ca_system_score_gemma":0.0008492085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009111471,"about_ca_topic_score_gemma":0.009379493,"domain_scores_codex":[0.9997663,0.00003337612,0.00001586619,0.00006855831,0.00008043957,0.00003542841],"domain_scores_gemma":[0.9997163,0.00006872219,0.00004668162,0.00003172533,0.0001206378,0.00001585255],"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":[0.0002267383,0.0001083936,0.002036791,0.0001152594,0.00008450255,0.0001590206,0.00004789631,0.857258,0.02336871,0.002540878,0.002847472,0.1112064],"study_design_scores_gemma":[0.000002182931,0.00001910965,0.0001413979,0.00000490651,0.000004800499,0.000007900854,0.00000195705,0.9968629,0.002256668,0.0005225013,0.0001723259,0.000003362782],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1296851,0.001529008,0.8608516,0.0006048136,0.000227105,0.00005939968,0.0005538304,0.003452753,0.003036459],"genre_scores_gemma":[0.9283319,0.0002719802,0.06850303,0.0001866767,0.00002957135,0.00006885525,0.0004570086,0.00006557699,0.002085504],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009111471,"threshold_uncertainty_score":0.01811683,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405288437","doi":"10.1115/1.4067388","title":"Elicitron: A Large Language Model Agent-Based Simulation Framework for Design Requirements Elicitation","year":2024,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":30,"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":"","keywords":"Context (archaeology); Computer science; Requirements elicitation; Product (mathematics); New product development; Process (computing); Diversity (politics); Process management; Knowledge management; Human–computer interaction; Risk analysis (engineering); Data science; Engineering; Requirements engineering; Business","authors":[{"name":"Mohammadmehdi Ataei","is_ca":true},{"name":"Hyunmin Cheong","is_ca":true},{"name":"Daniele Grandi","is_ca":false},{"name":"Yu Wang","is_ca":false},{"name":"Nigel Morris","is_ca":true},{"name":"Alexander Tessier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02866475624615921,"gpt":0.3342068091106339,"spread":0.3055420528644747,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007168097,0.001255704,0.0007829081,0.001825787,0.001134385,0.001977867,0.002665387,0.00157201,0.004535537],"category_scores_gemma":[0.01930477,0.0009729101,0.001786583,0.0007990528,0.001652906,0.001743285,0.003506035,0.001929321,0.0007043043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00214082,"about_ca_system_score_gemma":0.002953501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008426362,"about_ca_topic_score_gemma":0.01608244,"domain_scores_codex":[0.9943476,0.004354181,0.0002257079,0.0003115976,0.0006094039,0.0001515206],"domain_scores_gemma":[0.9851698,0.01245353,0.0005281908,0.0009757474,0.0005816541,0.0002910347],"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":[0.000168296,0.0002605586,0.002059965,0.0003219332,0.0001179656,0.0003758908,0.002044071,0.8397001,0.003607646,0.1124097,0.001859696,0.03707414],"study_design_scores_gemma":[0.00003474173,0.00002719332,0.00007791808,0.00003324591,0.00001139107,0.00002408611,0.0001051181,0.9743749,0.0005304563,0.02091962,0.003846829,0.00001444496],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.004827969,0.00003734218,0.9919472,0.0001691601,0.000008654734,0.0002879374,0.000129206,0.001135384,0.001457034],"genre_scores_gemma":[0.1157882,0.0000924753,0.8811921,0.0001073904,0.00001111791,0.001284271,0.0004851224,0.0001858351,0.0008534577],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.008426362,"threshold_uncertainty_score":0.03790897,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405064339","doi":"10.1115/1.4067333","title":"DesignQA: A Multimodal Benchmark for Evaluating Large Language Models’ Understanding of Engineering Documentation","year":2024,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Design Education and Practice","field":"Engineering","cited_by":29,"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":"Directorate for Engineering","keywords":"Documentation; Benchmark (surveying); Computer science; Software engineering; Natural language processing; Engineering drawing; Systems engineering; Artificial intelligence; Engineering; Programming language","authors":[{"name":"Anna C. Doris","is_ca":false},{"name":"Daniele Grandi","is_ca":false},{"name":"Ryan Tomich","is_ca":false},{"name":"Md Ferdous Alam","is_ca":false},{"name":"Mohammadmehdi Ataei","is_ca":true},{"name":"Hyunmin Cheong","is_ca":true},{"name":"Faez Ahmed","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03288544794624475,"gpt":0.3343424033057408,"spread":0.301456955359496,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009429027,0.002260026,0.0008222288,0.003326779,0.0006873652,0.003608623,0.003405015,0.002574675,0.01080873],"category_scores_gemma":[0.06131488,0.000541123,0.001249854,0.001598359,0.001028693,0.00376113,0.004589919,0.002053688,0.005219237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001672424,"about_ca_system_score_gemma":0.002063085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005628231,"about_ca_topic_score_gemma":0.004858358,"domain_scores_codex":[0.9857157,0.007708244,0.001365132,0.001507394,0.003340516,0.0003630625],"domain_scores_gemma":[0.9616728,0.02535686,0.001687134,0.004706624,0.005420343,0.001156248],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002611439,0.003797078,0.02017171,0.005179011,0.0007046108,0.0006838968,0.003816077,0.1727208,0.03141261,0.01679222,0.155544,0.5865666],"study_design_scores_gemma":[0.0007748829,0.002642497,0.01211444,0.0007576947,0.0001868013,0.0004898169,0.00199083,0.8161103,0.03956253,0.02269893,0.1023623,0.0003090753],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3895189,0.004012353,0.4098367,0.002013891,0.001013204,0.002541753,0.02930272,0.1064928,0.05526764],"genre_scores_gemma":[0.6329985,0.0006293804,0.2753242,0.0008668064,0.0001175661,0.002296676,0.07453239,0.004947885,0.00828654],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.990571,"threshold_uncertainty_score":0.04986602,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1993134128","doi":"10.1115/1.4005720","title":"Combining Variation Simulation With Welding Simulation for Prediction of Deformation and Variation of a Final Assembly","year":2012,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"VINNOVA","keywords":"Welding; Monte Carlo method; Rotation (mathematics); Standard deviation; Residual; Algorithm; Computer science; Mechanical engineering; Geometry; Mathematics; Engineering; Statistics","authors":[{"name":"Andreas Pahkamaa","is_ca":false},{"name":"Kristina Wärmefjord","is_ca":false},{"name":"Lennart Karlsson","is_ca":false},{"name":"Rikard Söderberg","is_ca":false},{"name":"John Goldak","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01224429687075374,"gpt":0.2349157896316757,"spread":0.222671492760922,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009862009,0.0007127553,0.0006952845,0.0009044756,0.0003821485,0.0006768458,0.0007700569,0.001089253,0.001124056],"category_scores_gemma":[0.00309728,0.0005331232,0.0009053879,0.0008461387,0.0005781694,0.0004576353,0.0005434477,0.0006268232,0.000249224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006374795,"about_ca_system_score_gemma":0.0008182325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006725719,"about_ca_topic_score_gemma":0.003254174,"domain_scores_codex":[0.9993984,0.0001634841,0.00003573639,0.00008170256,0.0002599441,0.00006081157],"domain_scores_gemma":[0.9981993,0.001209778,0.0001359632,0.0001895169,0.0002187136,0.00004661008],"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":[0.00002699747,0.00001121026,0.0007438118,0.00002039848,0.00001088025,0.00002420919,0.00002598328,0.9910647,0.002761944,0.0006455191,0.00006100241,0.004603448],"study_design_scores_gemma":[0.000001749447,0.00001151238,0.0001670811,0.000001841571,0.000002682274,0.000007395361,0.000003116217,0.9984311,0.001039597,0.0001913518,0.000138173,0.000004238827],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.197611,0.0001921505,0.7957591,0.00006414367,0.00004500692,0.00007608734,0.0001367172,0.002288125,0.003827709],"genre_scores_gemma":[0.9010528,0.0001085572,0.0972927,0.00002539563,0.00001108737,0.0001232594,0.0002107155,0.0003567748,0.0008187162],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006725719,"threshold_uncertainty_score":0.01337314,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2063502935","doi":"10.1115/1.2960490","title":"Geometric Modeling of Cutter/Workpiece Engagements in Three-Axis Milling Using Polyhedral Representations","year":2008,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Pratt and Whitney Canada","keywords":"Intersection (aeronautics); Machining; Milling cutter; Parametric statistics; Geometric modeling; Process (computing); Geometry; Plane (geometry); Robustness (evolution); Solid modeling; Geometric design; Mechanical engineering; Engineering; Engineering drawing; Computer science; Mathematics","authors":[{"name":"Eyyup Aras","is_ca":true},{"name":"Derek Yip‐Hoi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02404503575408654,"gpt":0.2815842704284975,"spread":0.257539234674411,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000395044,0.0005058472,0.0004071832,0.0004950407,0.000229403,0.0009383172,0.001079532,0.0006032973,0.001082497],"category_scores_gemma":[0.0009757552,0.000448735,0.0005831381,0.0004520486,0.0006136114,0.0007066537,0.0005184917,0.0005755696,0.000383811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003349016,"about_ca_system_score_gemma":0.0004893664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001843069,"about_ca_topic_score_gemma":0.001774332,"domain_scores_codex":[0.9996023,0.00006686772,0.00002490105,0.00005993618,0.0002139398,0.000032162],"domain_scores_gemma":[0.9995798,0.0001448968,0.00008224357,0.0001076317,0.00006965053,0.00001568586],"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":[0.00004990779,0.00003292292,0.0009060359,0.0000384635,0.000008838415,0.00009890812,0.0001518032,0.9450626,0.01387073,0.008309299,0.000219847,0.03125051],"study_design_scores_gemma":[0.000004158032,0.00002024319,0.000273162,0.000003343405,0.00000258394,0.00003532315,0.00001806158,0.9941718,0.003378155,0.001274051,0.0008126897,0.000006333466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03035098,0.00003583063,0.9682837,0.00001811864,0.000006254502,0.00003702976,0.00004589796,0.0002842247,0.0009378663],"genre_scores_gemma":[0.681511,0.0001992306,0.3160441,0.00001725055,0.000007746543,0.0001589,0.0003081106,0.000144847,0.001608914],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001843069,"threshold_uncertainty_score":0.003664732,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1972741546","doi":"10.1115/1.1846053","title":"A Linear Programming Solution for Exact Collision Detection","year":2005,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Robotic Path Planning Algorithms","field":"Computer Science","cited_by":26,"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":"Collision detection; Collision; Computer science; Robustness (evolution); Linear programming; Inter frame; Algorithm; Regular polygon; Mathematical optimization; Frame (networking); Mathematics; Geometry","authors":[{"name":"Ali Akgündüz","is_ca":true},{"name":"Prashant Banerjee","is_ca":false},{"name":"Sanjay Mehrotra","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.011119744377998,"gpt":0.2619502733762366,"spread":0.2508305289982386,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001245004,0.00151404,0.00121392,0.0008994387,0.0006374695,0.001675022,0.001252265,0.001882817,0.01012501],"category_scores_gemma":[0.004942573,0.0008994782,0.001104599,0.00112669,0.000773957,0.00115881,0.001655273,0.002848601,0.002708799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008146247,"about_ca_system_score_gemma":0.002144599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004150114,"about_ca_topic_score_gemma":0.002854358,"domain_scores_codex":[0.9991207,0.0002425698,0.00004046011,0.0002020655,0.0002983335,0.000095833],"domain_scores_gemma":[0.9986275,0.0009736326,0.00007546723,0.00004273568,0.0002438153,0.00003678892],"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":[0.00005604604,0.0001052366,0.0001864232,0.0003227024,0.00003224644,0.0001224981,0.0001195152,0.8001702,0.001321693,0.06997062,0.006263886,0.1213288],"study_design_scores_gemma":[0.00001188991,0.0000251596,0.00002082139,0.0000158954,0.000004730271,0.00002699947,0.0000171886,0.9824892,0.0002756407,0.01459013,0.002515728,0.000006630324],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005865335,0.00007382016,0.9967991,0.00009418297,0.00003160823,0.00002667828,0.00002432054,0.00009746761,0.00226615],"genre_scores_gemma":[0.0681994,0.0004150729,0.9197032,0.0001847586,0.0001207498,0.0005917017,0.0001945732,0.0002325037,0.010358],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01012501,"threshold_uncertainty_score":0.03387153,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1966453371","doi":"10.1115/1.2194909","title":"A Product Feature Evolution Validation Model for Engineering Change Management","year":2006,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure; Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; École de technologie supérieure","keywords":"Product engineering; Product lifecycle; Product design; New product development; Product design specification; Computer science; Product (mathematics); Concurrent engineering; Feature model; Product management; Information flow; Systems engineering; Feature (linguistics); Software engineering; Engineering; Programming language; Operations management","authors":[{"name":"Nadjib Bouikni","is_ca":true},{"name":"Alain Desrochers","is_ca":true},{"name":"Louis Rivest","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009138871063514728,"gpt":0.2010472727624932,"spread":0.1919084016989785,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004189813,0.0009112383,0.0005704655,0.001762915,0.0008460117,0.003246439,0.003486204,0.002343092,0.005698667],"category_scores_gemma":[0.008382027,0.0006877374,0.001913668,0.001152333,0.001263843,0.004094149,0.002239994,0.002069846,0.001836123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002377852,"about_ca_system_score_gemma":0.003199255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007558024,"about_ca_topic_score_gemma":0.006011161,"domain_scores_codex":[0.9965593,0.0009482333,0.0002904987,0.0007470734,0.00123383,0.0002210565],"domain_scores_gemma":[0.9950503,0.001889348,0.0006014705,0.001160179,0.001149152,0.0001495021],"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":[0.000242478,0.000224474,0.004161999,0.0002485345,0.00009521982,0.0006128779,0.0007261217,0.5469982,0.005468056,0.3391517,0.005960222,0.09611017],"study_design_scores_gemma":[0.00003655626,0.00008412827,0.0003777822,0.00006201782,0.00003884434,0.0001453489,0.00004913575,0.9150295,0.002135413,0.05277876,0.02923105,0.0000315006],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008536668,0.0001324628,0.9785034,0.0005109552,0.00004645317,0.0002287679,0.0005055843,0.001572583,0.009963163],"genre_scores_gemma":[0.2795154,0.0004124292,0.6998131,0.0003568367,0.00006917879,0.001264911,0.003533327,0.0004738727,0.01456092],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007558024,"threshold_uncertainty_score":0.02215815,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2023918310","doi":"10.1115/1.1683825","title":"Mathematical Foundation for Modeling Conceptual Design Sketches1","year":2004,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Design Education and Practice","field":"Engineering","cited_by":25,"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":"Sketch; Computer science; Representation (politics); Interpretation (philosophy); Mathematical structure; Dimension (graph theory); Set (abstract data type); Process (computing); Foundation (evidence); Conceptual design; Mathematical model; Theoretical computer science; Engineering drawing; Management science; Algorithm; Mathematics; Programming language; Engineering; Human–computer interaction","authors":[{"name":"Yong Zeng","is_ca":true},{"name":"Ajit Pardasani","is_ca":false},{"name":"John Dickinson","is_ca":false},{"name":"Z. Li","is_ca":false},{"name":"and H. Antunes","is_ca":false},{"name":"Vima Gupta","is_ca":false},{"name":"D. Baulier","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0356010065374293,"gpt":0.2900966923397811,"spread":0.2544956858023518,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004181144,0.001224482,0.0007251661,0.002919521,0.00139733,0.004948568,0.002814936,0.002100545,0.008715989],"category_scores_gemma":[0.01398285,0.001188813,0.002910322,0.001993307,0.007981698,0.01110699,0.002772801,0.003320529,0.001965292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002520489,"about_ca_system_score_gemma":0.001355875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001709295,"about_ca_topic_score_gemma":0.0009911691,"domain_scores_codex":[0.9968897,0.001012276,0.0004404493,0.000558402,0.0009393475,0.0001600213],"domain_scores_gemma":[0.9927227,0.004199814,0.0007321434,0.001244213,0.0009370827,0.0001640303],"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":[0.000004252403,0.000007555062,0.00005728056,0.00008144035,0.000007272218,0.00004216106,0.0001812053,0.01452643,0.0003091388,0.9783531,0.0003195901,0.006110687],"study_design_scores_gemma":[0.00001692783,0.00002987254,0.0000725342,0.0001054457,0.00001366302,0.0001403059,0.00008158662,0.1011755,0.0007634535,0.8768976,0.02067675,0.00002634106],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001928469,0.0002976729,0.9919883,0.0002393512,0.00003569009,0.00004832397,0.00006731897,0.0001241821,0.005270719],"genre_scores_gemma":[0.1349843,0.001268125,0.8553336,0.0001783652,0.0001399168,0.0005289031,0.0004753273,0.000177646,0.006913763],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008715989,"threshold_uncertainty_score":0.02915788,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2016057008","doi":"10.1115/1.2798114","title":"Search-Guided Sampling to Reduce Uncertainty of Minimum Deviation Zone Estimation","year":2007,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Advanced Measurement and Metrology Techniques","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University; University of Windsor; Ontario Tech University","funders":"","keywords":"Mathematical optimization; Probability density function; Computer science; Convergence (economics); Sampling (signal processing); Function (biology); Measurement uncertainty; Iterative method; Algorithm; Coordinate-measuring machine; Reduction (mathematics); Metrology; Probability distribution; Mathematics; Statistics; Engineering; Computer vision","authors":[{"name":"Ahmad Barari","is_ca":true},{"name":"Hoda ElMaraghy","is_ca":true},{"name":"George K. Knopf","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02694021964710373,"gpt":0.3168227601399464,"spread":0.2898825404928427,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001655267,0.0003820379,0.0009109127,0.0005372841,0.0002483717,0.0004492246,0.0008439095,0.0004512584,0.0006586067],"category_scores_gemma":[0.008778569,0.0002702418,0.0003373039,0.0005223316,0.0004835671,0.0008029427,0.0008949827,0.0005179318,0.000121976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004600379,"about_ca_system_score_gemma":0.0008942118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00239922,"about_ca_topic_score_gemma":0.002281413,"domain_scores_codex":[0.9990409,0.0003305245,0.0000366152,0.00009591952,0.0004398769,0.00005622729],"domain_scores_gemma":[0.9951557,0.003788949,0.0002534055,0.0003081236,0.0004388822,0.00005490605],"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":[0.0005264586,0.00008655908,0.001789294,0.0001376263,0.00006743812,0.0001157284,0.0001887277,0.7422272,0.02833717,0.02200196,0.0007166224,0.2038052],"study_design_scores_gemma":[0.000008979111,0.000032227,0.0003061271,0.00000361964,0.000005053912,0.00002911256,0.0000053742,0.9933928,0.004559109,0.001441757,0.000210223,0.000005657759],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02006519,0.00009516298,0.9793438,0.00001962376,0.000004747379,0.0000116564,0.000007309823,0.0001659342,0.000286478],"genre_scores_gemma":[0.5599768,0.0001074174,0.4390944,0.00002882925,0.00001136462,0.00007882189,0.00005332425,0.00007523734,0.0005738245],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00239922,"threshold_uncertainty_score":0.008754015,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2089574688","doi":"10.1115/1.1565075","title":"Minimum-Zone Form Tolerance Evaluation Using Rigid-Body Coordinate Transformation","year":2003,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Advanced Measurement and Metrology Techniques","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"AUTO21 Network of Centres of Excellence","keywords":"Convergence (economics); Transformation (genetics); Coordinate system; Algorithm; Function (biology); Simplex; Mathematics; Mathematical optimization; Simplex algorithm; Least-squares function approximation; Stability (learning theory); Applied mathematics; Computer science; Linear programming; Geometry; Statistics","authors":[{"name":"Dawit H. Endrias","is_ca":true},{"name":"Hsi-Yung Feng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01637538547135891,"gpt":0.2775375381744401,"spread":0.2611621527030812,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001209406,0.0007045191,0.00097927,0.001143958,0.0003831048,0.001118494,0.001178814,0.0005898991,0.00139388],"category_scores_gemma":[0.004961786,0.0003571834,0.0004835798,0.0009360531,0.0005363508,0.001303185,0.001061568,0.0006237889,0.0005294699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006349031,"about_ca_system_score_gemma":0.0009463829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001399789,"about_ca_topic_score_gemma":0.001367213,"domain_scores_codex":[0.9982473,0.0003074832,0.00007090482,0.0001641998,0.001151022,0.0000591214],"domain_scores_gemma":[0.9987147,0.000451693,0.0001796532,0.0001737987,0.0004518577,0.00002840235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002185088,0.00006450473,0.002340439,0.0002769552,0.00005804836,0.00007704061,0.0002817939,0.5930091,0.03480918,0.02047064,0.00192584,0.346468],"study_design_scores_gemma":[0.00002149558,0.0001003479,0.001022463,0.00002228206,0.00001215496,0.0001134284,0.0000533653,0.9590169,0.03066962,0.004942752,0.003971516,0.00005366857],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005887313,0.00006130423,0.9930884,0.00001917508,0.000008724357,0.0000107136,0.0000164695,0.0003239803,0.0005839596],"genre_scores_gemma":[0.2798102,0.0001723779,0.7184725,0.00002464539,0.00002103634,0.0001023475,0.0001570676,0.0002561165,0.0009836319],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001399789,"threshold_uncertainty_score":0.006396055,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386091601","doi":"10.1115/1.4063226","title":"HG-CAD: Hierarchical Graph Learning for Material Prediction and Recommendation in Computer-Aided Design","year":2023,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Autodesk (Canada)","funders":"Nuclear Safety and Security Commission; California Institute of Technology; Jet Propulsion Laboratory; National Aeronautics and Space Administration","keywords":"CAD; Computer science; Computer Aided Design; Graph; Electronic design automation; Automation; Engineering drawing; Artificial intelligence; Machine learning; Theoretical computer science; Computer architecture; Data mining; Engineering","authors":[{"name":"Shijie Bian","is_ca":false},{"name":"Daniele Grandi","is_ca":false},{"name":"Tianyang Liu","is_ca":false},{"name":"Pradeep Kumar Jayaraman","is_ca":true},{"name":"Karl D. D. Willis","is_ca":false},{"name":"Elliot Sadler","is_ca":false},{"name":"Bodia Borijin","is_ca":false},{"name":"Thomas Lu","is_ca":false},{"name":"Richard Otis","is_ca":false},{"name":"Nhut Ho","is_ca":false},{"name":"Bingbing Li","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01093018931816779,"gpt":0.2265808682876517,"spread":0.2156506789694839,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007576611,0.001328768,0.001185042,0.002778649,0.0004553623,0.0008093775,0.002170267,0.001455493,0.002645925],"category_scores_gemma":[0.002533737,0.000480827,0.001000727,0.002310318,0.0004638064,0.00116598,0.0006448163,0.001198228,0.001382416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009953257,"about_ca_system_score_gemma":0.0009163237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02057394,"about_ca_topic_score_gemma":0.03865347,"domain_scores_codex":[0.9993147,0.0001659888,0.00003020203,0.0002570122,0.0001706407,0.00006151668],"domain_scores_gemma":[0.998628,0.0005322925,0.0001030654,0.0004008398,0.0002786664,0.00005708402],"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":[0.0002792264,0.0004614516,0.006546074,0.0002316205,0.0002342442,0.0001260261,0.00008426874,0.3801479,0.007692587,0.004025334,0.0287042,0.571467],"study_design_scores_gemma":[0.00001020686,0.00003330461,0.0003894493,0.000006849384,0.00001196153,0.00001655807,0.000008356788,0.9946906,0.001205612,0.002599216,0.001021928,0.000006008352],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07232529,0.002327915,0.9006889,0.0007800281,0.000140912,0.0002196533,0.003171249,0.01601687,0.004329021],"genre_scores_gemma":[0.535183,0.0005927266,0.4483826,0.0005232295,0.0001435044,0.0002025834,0.009205347,0.00028296,0.005484162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02057394,"threshold_uncertainty_score":0.0409084,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2077761172","doi":"10.1115/1.3130143","title":"Design for Manufacturing of Sculptured Surfaces: A Computational Platform","year":2009,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor; Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Machining; Rework; Machine tool; Computer Aided Design; CAD; Engineering drawing; Computer science; Mechanical engineering; Engineering; Embedded system","authors":[{"name":"Ahmad Barari","is_ca":true},{"name":"Hoda ElMaraghy","is_ca":true},{"name":"Waguih ElMaraghy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01131486969472382,"gpt":0.2278426466528206,"spread":0.2165277769580967,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004816013,0.0005999136,0.0005026346,0.0004292747,0.0002694142,0.000732673,0.000899644,0.0006638226,0.003164037],"category_scores_gemma":[0.0009520498,0.0003379538,0.0006829352,0.0002592151,0.0004082168,0.0003532954,0.0007125859,0.000690761,0.0007845097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003623035,"about_ca_system_score_gemma":0.0009539838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001222019,"about_ca_topic_score_gemma":0.001252691,"domain_scores_codex":[0.9996341,0.00006707916,0.00001430061,0.00004078724,0.0002217193,0.00002186413],"domain_scores_gemma":[0.999751,0.00009918193,0.00002757331,0.00005039024,0.00006017926,0.00001169061],"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":[0.00005344727,0.00003499089,0.0004049536,0.0002207095,0.0000265823,0.0000829475,0.0001001277,0.8834704,0.02235239,0.01614114,0.0009893392,0.07612295],"study_design_scores_gemma":[0.00001417881,0.00004450547,0.0001334346,0.00001758896,0.000007889573,0.00004308455,0.0000119233,0.9838687,0.005089879,0.00207884,0.008681404,0.000008663893],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009615022,0.00009621855,0.9865498,0.00004282387,0.0000205243,0.00005306477,0.00005128735,0.0003659804,0.003205386],"genre_scores_gemma":[0.14122,0.0002458788,0.8555641,0.00004068909,0.00001495284,0.0002668498,0.000196058,0.0002256453,0.002225797],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003164037,"threshold_uncertainty_score":0.01058471,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399772896","doi":"10.1115/1.4065777","title":"An Enhanced Modeling Framework for Bearing Fault Simulation and Machine Learning-Based Identification With Bayesian-Optimized Hyperparameter Tuning","year":2024,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":15,"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":"Hyperparameter; Machine learning; Bearing (navigation); Artificial intelligence; Computer science; Bayesian probability; Identification (biology); Bayesian optimization; Fault (geology); Bayesian inference; Pattern recognition (psychology)","authors":[{"name":"Ricardo Ortiz","is_ca":false},{"name":"Piedad Miranda‐Chiquito","is_ca":false},{"name":"Ángel Encalada‐Dávila","is_ca":false},{"name":"Luis Alejandro Márquez–Martínez","is_ca":true},{"name":"Christian Tutivén","is_ca":false},{"name":"Eleni Chatzi","is_ca":false},{"name":"Christian E. Silva","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009209858405910024,"gpt":0.2561731403148914,"spread":0.2469632819089814,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013371,0.0007160225,0.0009794972,0.0006685784,0.0003451087,0.000812832,0.001267424,0.001074296,0.001575524],"category_scores_gemma":[0.003109001,0.0005683475,0.0008257945,0.0004272922,0.0006462264,0.0007037223,0.001130905,0.001247038,0.0004450033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005918217,"about_ca_system_score_gemma":0.001227383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005311046,"about_ca_topic_score_gemma":0.003720043,"domain_scores_codex":[0.9995135,0.000194022,0.00002268517,0.00007860862,0.0001439376,0.00004729659],"domain_scores_gemma":[0.9991983,0.0004114329,0.0001151188,0.00007554436,0.0001654954,0.00003423072],"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":[0.00001231082,0.00001499333,0.0001991023,0.00001298252,0.00001189229,0.00001924831,0.00001270838,0.9867811,0.00100253,0.005319929,0.0001619542,0.006451228],"study_design_scores_gemma":[8.579268e-7,0.000002168191,0.00001678056,8.545576e-7,7.418743e-7,0.000001479425,4.698577e-7,0.9990031,0.00008072192,0.000814661,0.00007717554,9.935519e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003302962,0.00004568686,0.9959564,0.00004513716,0.000006549626,0.00001380889,0.0000182435,0.0001902289,0.0004209269],"genre_scores_gemma":[0.6601464,0.0001788678,0.3364975,0.0001072227,0.00007167883,0.0003038667,0.0002168718,0.0001738453,0.002303786],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005311046,"threshold_uncertainty_score":0.01056027,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2149284486","doi":"10.1115/1.4007839","title":"Automatically Creating Design Models From 3D Anthropometry Data","year":2012,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University; National Research Council Canada","funders":"Australian Government","keywords":"Sizing; Computer science; Set (abstract data type); Process (computing); Population; Product design; Engineering design process; Cover (algebra); Design process; Engineering drawing; Product (mathematics); Industrial engineering; Engineering; Mathematics; Work in process","authors":[{"name":"Stefanie Wuhrer","is_ca":false},{"name":"Chang Shu","is_ca":true},{"name":"Prosenjit Bose","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03144977226341501,"gpt":0.2696966270256048,"spread":0.2382468547621898,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001125261,0.00234187,0.001426633,0.003943531,0.0005152242,0.001552877,0.001455193,0.001732724,0.003033719],"category_scores_gemma":[0.004618154,0.001916833,0.002594932,0.00239397,0.0007226811,0.001372731,0.001913445,0.001092896,0.002271817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000583507,"about_ca_system_score_gemma":0.001293528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004872265,"about_ca_topic_score_gemma":0.0109587,"domain_scores_codex":[0.9988019,0.0002306203,0.00009003427,0.0003119674,0.0005122072,0.00005325053],"domain_scores_gemma":[0.9980947,0.0008891284,0.0001965201,0.0004872712,0.0002658032,0.0000665237],"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":[0.0002375561,0.0002628171,0.0117126,0.0006300819,0.0002051254,0.0007706155,0.0007349826,0.4354245,0.02495159,0.006240745,0.01377996,0.5050494],"study_design_scores_gemma":[0.0000328502,0.00008554922,0.003285712,0.00008638085,0.00005250768,0.0004097873,0.0002658067,0.9693971,0.008375578,0.006725632,0.0112237,0.00005944789],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03117819,0.0002645797,0.9592419,0.0001310499,0.00005035526,0.0002418422,0.002364406,0.00461859,0.001909057],"genre_scores_gemma":[0.1849829,0.0005285689,0.8039651,0.00008024796,0.00002343016,0.0005412064,0.007900802,0.0006616052,0.001316123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004872265,"threshold_uncertainty_score":0.01014882,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3128026765","doi":"10.1115/1.2164452","title":"Modeling of Evolutionary Design Database","year":2005,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Design Education and Practice","field":"Engineering","cited_by":13,"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; Consistency (knowledge bases); Ancestor; Descendant; Database; Generative Design; Database design; Conceptual design; Artificial intelligence; Engineering; Human–computer interaction","authors":[{"name":"Deyi Xue","is_ca":true},{"name":"Haoguang Yang","is_ca":true},{"name":"Yiliu Tu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02044037714741485,"gpt":0.2664097345006112,"spread":0.2459693573531963,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002819923,0.0007108455,0.000626156,0.002004446,0.0009070021,0.004308185,0.003387535,0.001527302,0.003932972],"category_scores_gemma":[0.006288242,0.0006769848,0.001487658,0.002124038,0.000976985,0.004638864,0.001791376,0.001282253,0.001053104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001739039,"about_ca_system_score_gemma":0.001750602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006390697,"about_ca_topic_score_gemma":0.003648262,"domain_scores_codex":[0.9972103,0.0008656636,0.0003490573,0.0004792492,0.0009308598,0.0001649323],"domain_scores_gemma":[0.9972631,0.0008618702,0.0002810862,0.0008486279,0.00063436,0.0001110687],"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":[0.0001471389,0.0001775716,0.003711836,0.0003036367,0.00008310107,0.0009829877,0.001207719,0.3054605,0.00423077,0.5765342,0.003466633,0.1036939],"study_design_scores_gemma":[0.00005985326,0.0001014088,0.000604104,0.0001238425,0.00006903536,0.001100332,0.0002739892,0.7745957,0.003492598,0.1325827,0.08694696,0.00004942164],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0145126,0.0004890217,0.9679244,0.0004627949,0.00005337042,0.0001934975,0.0005673071,0.0006689316,0.01512806],"genre_scores_gemma":[0.2420569,0.001118394,0.7402946,0.0002207693,0.00004408476,0.0007084897,0.002381723,0.0001702621,0.01300482],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006390697,"threshold_uncertainty_score":0.01491338,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3120145603","doi":"10.1115/1.4049536","title":"An Integrated Framework for Optimal Design of Complex Mechanical Products","year":2021,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tree (set theory); Scheme (mathematics); Optimal design; Product design; Conceptual design; Computer science; Integrated design; Computer Aided Design; CAD; Product (mathematics); Engineering drawing; Engineering; Mathematics","authors":[{"name":"Deyi Xue","is_ca":true},{"name":"David Imaniyan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01914387478706045,"gpt":0.2583124356742115,"spread":0.2391685608871511,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001961337,0.001256065,0.001219737,0.001313572,0.0004502096,0.001223106,0.001605261,0.000865762,0.003162712],"category_scores_gemma":[0.001296572,0.0006794002,0.001255142,0.0009591861,0.000969418,0.0009719692,0.001296575,0.0009062712,0.0004418534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003408,"about_ca_system_score_gemma":0.001628914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004309156,"about_ca_topic_score_gemma":0.004106589,"domain_scores_codex":[0.99906,0.0002924545,0.00004111002,0.0001102667,0.0004391631,0.00005706505],"domain_scores_gemma":[0.9996862,0.0001269213,0.00003324486,0.00003965505,0.00009785233,0.00001605465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002001096,0.00003137325,0.0001439527,0.00008919551,0.00002488213,0.00003441539,0.00004705449,0.9144155,0.002358516,0.06336882,0.0002839885,0.01918227],"study_design_scores_gemma":[0.000008255412,0.00002495125,0.00003450518,0.00001654081,0.00001006815,0.000008735266,0.000007571496,0.9881166,0.000359163,0.009345801,0.002062958,0.000004897036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00229191,0.0001148393,0.9954793,0.00002277339,0.000007173392,0.00003720912,0.00002246874,0.00008637548,0.001937879],"genre_scores_gemma":[0.16313,0.0004390471,0.833698,0.00003515525,0.00002127042,0.0004557294,0.000165248,0.0000986926,0.001956749],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004309156,"threshold_uncertainty_score":0.0105803,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1994107552","doi":"10.1115/1.3290768","title":"3D Simulation of Manufacturing Defects for Tolerance Analysis","year":2010,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Machining; Quality (philosophy); Context (archaeology); Reliability engineering; Process (computing); Manufacturing engineering; Engineering; Product (mathematics); Computer science; Engineering drawing; Interval (graph theory); Tolerance analysis; Industrial engineering; Mechanical engineering; Mathematics","authors":[{"name":"Mojtaba Kamali Nejad","is_ca":false},{"name":"Frédéric Vignat","is_ca":false},{"name":"Alain Desrochers","is_ca":true},{"name":"François Villeneuve","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004933490483531811,"gpt":0.2279249661803203,"spread":0.2229914756967885,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004055334,0.0005550179,0.0005179467,0.0006864667,0.0002593822,0.000852001,0.0007324587,0.001393804,0.00422377],"category_scores_gemma":[0.0014613,0.0003680692,0.0007250506,0.0005223729,0.0005816715,0.000373571,0.0005708868,0.0004958615,0.0003464839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005711956,"about_ca_system_score_gemma":0.0005128938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007870248,"about_ca_topic_score_gemma":0.003628028,"domain_scores_codex":[0.9997661,0.00006601983,0.00001335038,0.00002370444,0.0001039877,0.0000267885],"domain_scores_gemma":[0.9989999,0.000633723,0.0001056,0.0001054016,0.0001231975,0.00003216829],"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":[0.00001571789,0.00001151634,0.000249904,0.00001000518,0.000004279904,0.00002331783,0.00001925438,0.9969472,0.0007636551,0.0006214567,0.00006090038,0.001272797],"study_design_scores_gemma":[0.000003297799,0.000008525539,0.00009088134,0.000001714319,0.000001495543,0.000004910745,0.000004187229,0.9991898,0.0003745852,0.0001448334,0.0001728,0.000002913549],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4942169,0.0002861482,0.4802763,0.0003346768,0.0001285927,0.0001351068,0.001201729,0.001904912,0.02151557],"genre_scores_gemma":[0.9604483,0.0001209064,0.03729583,0.0000377333,0.000009846032,0.00009795443,0.0002492553,0.00008746464,0.001652669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007870248,"threshold_uncertainty_score":0.0156489,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1983736256","doi":"10.1115/1.2956997","title":"Evaluating Supplier Performance Using DEA and Piecewise Triangular Fuzzy AHP","year":2008,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Weighting; Analytic hierarchy process; Pairwise comparison; Data envelopment analysis; Mathematical optimization; Decision maker; Rank (graph theory); Piecewise; Fuzzy logic; Computer science; Set (abstract data type); Operations research; Range (aeronautics); Mathematics; Data mining; Statistics; Engineering; Artificial intelligence","authors":[{"name":"Shouhua Yuan","is_ca":true},{"name":"Xiao Liu","is_ca":true},{"name":"Yiliu Tu","is_ca":true},{"name":"Deyi Xue","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1422026758681156,"gpt":0.4152977015131001,"spread":0.2730950256449846,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003561981,0.001158118,0.0009316457,0.003514089,0.0006950986,0.001641519,0.0009813627,0.0006989484,0.001347321],"category_scores_gemma":[0.006453353,0.0004246996,0.001244795,0.00385889,0.0004002956,0.001182758,0.001189552,0.0007493154,0.0001762537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001341188,"about_ca_system_score_gemma":0.001654911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007036227,"about_ca_topic_score_gemma":0.005069251,"domain_scores_codex":[0.9964738,0.001379825,0.0002523362,0.0002404984,0.001469193,0.0001843461],"domain_scores_gemma":[0.9972844,0.001462518,0.0003368397,0.00009763874,0.0007562258,0.00006242131],"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":[0.0001283915,0.00008544107,0.002413861,0.0003779264,0.0001387969,0.0001485502,0.0002887693,0.8574564,0.006152761,0.01043107,0.0005681583,0.1218098],"study_design_scores_gemma":[0.000006682232,0.000050989,0.0004479949,0.0000162034,0.00001774692,0.00001801533,0.00007431375,0.9953589,0.00160736,0.001944062,0.0004394992,0.00001825991],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05525557,0.0003715457,0.9385896,0.0001036292,0.0000316921,0.0002219563,0.0001249336,0.0001655328,0.005135516],"genre_scores_gemma":[0.6500655,0.0004433296,0.3477317,0.0000291367,0.0000210562,0.0003141064,0.0001859233,0.0000255582,0.001183614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007036227,"threshold_uncertainty_score":0.01883781,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2315288595","doi":"10.1115/1.1666894","title":"A Web-based Product Structure Manager to Support Collaborative Assembly Modeling1","year":2004,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":11,"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":"","keywords":"Bridge (graph theory); Assembly modelling; CAD; Product (mathematics); Product design; Systems engineering; Engineering; Collaborative software; Collaborative engineering; New product development; Computer science; Software engineering; Knowledge management; Engineering drawing; Work in process","authors":[{"name":"Li Chen","is_ca":true},{"name":"and Tingjin Wang","is_ca":true},{"name":"Zhijie Song","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004720854927510492,"gpt":0.2210681190725623,"spread":0.2163472641450518,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001794719,0.0006386763,0.0006379706,0.001365582,0.0005457566,0.001486091,0.002244733,0.00118919,0.008148877],"category_scores_gemma":[0.002491795,0.0008480929,0.0004937047,0.0007640815,0.0003745808,0.001892878,0.001592356,0.001111635,0.005424818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004462615,"about_ca_system_score_gemma":0.0008961915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001069733,"about_ca_topic_score_gemma":0.0009526314,"domain_scores_codex":[0.9991431,0.0001743982,0.00008325254,0.0001477462,0.0004000209,0.00005148712],"domain_scores_gemma":[0.997503,0.0008361736,0.0002000425,0.0007528652,0.0003971426,0.000310791],"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":[0.0007969096,0.001404781,0.008070231,0.0007089146,0.0001985683,0.002492473,0.001643785,0.02207588,0.13392,0.02549887,0.05898571,0.7442038],"study_design_scores_gemma":[0.0005573228,0.0005522465,0.006616523,0.0001498085,0.0002387049,0.002372044,0.0001670802,0.4773206,0.1396021,0.009946599,0.3622585,0.0002185004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01719942,0.0002989518,0.9029326,0.0001747913,0.00007094657,0.0003694845,0.0004189866,0.06913524,0.009399517],"genre_scores_gemma":[0.1611071,0.0003256342,0.8163326,0.0003174863,0.0001132997,0.0007281378,0.002531445,0.002948869,0.01559553],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008148877,"threshold_uncertainty_score":0.02726072,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2042662979","doi":"10.1115/1.2218369","title":"Computer-Aided Reconfiguration Planning: An Artificial Intelligence-Based Approach","year":2006,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"National Science Foundation","keywords":"Reconfigurability; Control reconfiguration; Genetic algorithm; Computer science; Plan (archaeology); Motion planning; Industrial engineering; Manufacturing engineering; Distributed computing; Engineering; Embedded system; Artificial intelligence; Robot; Machine learning","authors":[{"name":"Li Tang","is_ca":false},{"name":"Yoram Koren","is_ca":false},{"name":"Derek M. Yip-Hoi","is_ca":true},{"name":"Wencai Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01712203514557644,"gpt":0.234177116501741,"spread":0.2170550813561646,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004688413,0.0007004287,0.0005058795,0.001097206,0.0004480949,0.0009087884,0.001123294,0.001125592,0.002756393],"category_scores_gemma":[0.001250052,0.0003295512,0.0005614434,0.001167338,0.0009234255,0.0006688699,0.0004589368,0.0006710482,0.0002759358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001070572,"about_ca_system_score_gemma":0.001521105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01112818,"about_ca_topic_score_gemma":0.009936142,"domain_scores_codex":[0.9996794,0.0001165657,0.00001681793,0.00006041543,0.0000959724,0.00003083791],"domain_scores_gemma":[0.9994352,0.0004082054,0.00004676549,0.00002591817,0.00006877793,0.00001509408],"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":[0.00002196976,0.00003135597,0.0001704668,0.00006270342,0.00001603476,0.00006535837,0.00002623375,0.9433605,0.0006200568,0.0113003,0.0008223953,0.04350263],"study_design_scores_gemma":[0.000008973117,0.00001872857,0.00004457626,0.000009445956,0.000006172965,0.00002070792,0.00001355562,0.9917824,0.0003591927,0.00653909,0.001193049,0.000003983384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009428709,0.0004137103,0.9753016,0.0004612499,0.00003104739,0.0001231353,0.0000749458,0.0005566523,0.01360896],"genre_scores_gemma":[0.3448939,0.0006240461,0.6497796,0.0001699809,0.00004772549,0.0003750669,0.0001865848,0.00006576344,0.003857315],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01112818,"threshold_uncertainty_score":0.02212685,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405062067","doi":"10.1115/1.4067318","title":"Understanding the Impact of Applying Large Language Model in Engineering Design Education","year":2024,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"HEC Montréal; McGill University","funders":"Faculty of Engineering, McGill University","keywords":"Design language; Computer science; Systems engineering; Engineering; Software engineering; Engineering drawing; Construction engineering; Programming language","authors":[{"name":"Chonghui Zhang","is_ca":true},{"name":"Yaoyao Fiona Zhao","is_ca":true},{"name":"Randy El Haddad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04490756653157672,"gpt":0.3789019562792856,"spread":0.3339943897477089,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009015162,0.0004421639,0.0003582286,0.0008477911,0.0006799216,0.003775944,0.001061254,0.0008134367,0.004805137],"category_scores_gemma":[0.04776457,0.0002230039,0.0004039114,0.0005099229,0.001558417,0.003946209,0.004213841,0.001722233,0.0008325736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001264916,"about_ca_system_score_gemma":0.002169323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001133657,"about_ca_topic_score_gemma":0.001356087,"domain_scores_codex":[0.9896232,0.00773421,0.0002466066,0.0005810976,0.001450429,0.0003644168],"domain_scores_gemma":[0.9201557,0.06888659,0.002913146,0.004100912,0.002390177,0.001553472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001843314,0.009544117,0.09189467,0.001639237,0.0001218282,0.000851398,0.07827034,0.01703795,0.03014141,0.0228273,0.004031675,0.7417969],"study_design_scores_gemma":[0.00109803,0.0216376,0.2486823,0.003416123,0.0009657674,0.003570984,0.1515813,0.2149661,0.08879986,0.157292,0.1074315,0.0005585045],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557296,0.0002168876,0.02551848,0.001036898,0.00003856329,0.0001493641,0.00003856042,0.0003011645,0.01697047],"genre_scores_gemma":[0.9847581,0.0001223971,0.01356281,0.0001720867,0.000007277458,0.000100478,0.00004943605,0.00002895111,0.001198442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009015162,"threshold_uncertainty_score":0.04767728,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2943103049","doi":"10.1115/1.4043672","title":"Comparing Slicing Technologies for Digital Light Processing Printing","year":2019,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Slicing; 3D printing; Process (computing); Digital Light Processing; Computer science; Engineering drawing; Tracing; CAD; Digital manufacturing; Digital printing; Computer graphics (images); Engineering; Manufacturing engineering; Mechanical engineering; Artificial intelligence","authors":[{"name":"Tsz-Ho Kwok","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007500004313058949,"gpt":0.2177717588945945,"spread":0.2102717545815356,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001838419,0.0005707505,0.0004799378,0.002974608,0.0004183442,0.001757897,0.0007630803,0.0006821713,0.0031228],"category_scores_gemma":[0.007077384,0.000285288,0.0006262067,0.003251162,0.0007365352,0.002452723,0.0009325582,0.0005373968,0.0005521236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118454,"about_ca_system_score_gemma":0.001044693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003219618,"about_ca_topic_score_gemma":0.002214955,"domain_scores_codex":[0.9967486,0.0004205233,0.0003274286,0.000253936,0.002016972,0.0002325622],"domain_scores_gemma":[0.9937972,0.002867955,0.0005593391,0.000827589,0.001802905,0.0001450784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002473105,0.0001830454,0.005475696,0.002275805,0.0001618575,0.0003121849,0.0007429945,0.06786016,0.09658495,0.02560301,0.004798995,0.7935281],"study_design_scores_gemma":[0.0002979363,0.005726535,0.02812368,0.0009368616,0.0007524743,0.002792011,0.001825212,0.2976224,0.5164793,0.02273046,0.1221689,0.0005441303],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3923824,0.04638216,0.501267,0.0007593729,0.0008985927,0.0007589769,0.002030043,0.004171394,0.05135001],"genre_scores_gemma":[0.6093856,0.01572642,0.3683965,0.0002001723,0.00009365763,0.0002413326,0.001888253,0.0007150546,0.00335298],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003219618,"threshold_uncertainty_score":0.01044685,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4283796926","doi":"10.1115/1.4054933","title":"Functional Requirements of Software Tools for Laser-Based Powder Bed Fusion Additive Manufacturing for Metals","year":2022,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Software; Systems engineering; Computer science; Process (computing); Analytics; Manufacturing engineering; Engineering; Database","authors":[{"name":"Shaw C. Feng","is_ca":false},{"name":"Tesfaye Moges","is_ca":false},{"name":"Hyunseop Park","is_ca":false},{"name":"Mostafa Yakout","is_ca":true},{"name":"Albert Jones","is_ca":false},{"name":"Hyunwoong Ko","is_ca":false},{"name":"Paul Witherell","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02040133242905634,"gpt":0.2444441442902651,"spread":0.2240428118612088,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01929296,0.003055649,0.001340317,0.005867869,0.001421851,0.006003274,0.005386266,0.00206823,0.00339212],"category_scores_gemma":[0.07339884,0.002124475,0.003102173,0.001969832,0.00141203,0.005520302,0.003993919,0.002282053,0.001603895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00168644,"about_ca_system_score_gemma":0.002996187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004323894,"about_ca_topic_score_gemma":0.002874918,"domain_scores_codex":[0.9742681,0.006659262,0.004925183,0.001760275,0.01041619,0.001970957],"domain_scores_gemma":[0.9161201,0.05257487,0.005616734,0.009373792,0.01472669,0.001587877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00574069,0.003066498,0.07912827,0.004541393,0.0008775694,0.006440277,0.007772658,0.2066261,0.1435844,0.04998175,0.01721012,0.4750303],"study_design_scores_gemma":[0.0003798061,0.001330052,0.0114434,0.001369357,0.0005330071,0.001514135,0.001442425,0.8224153,0.1198888,0.009515513,0.0298551,0.0003130141],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.342175,0.0007563611,0.5842488,0.0009616447,0.0001081811,0.001924793,0.001960919,0.05265077,0.01521348],"genre_scores_gemma":[0.6594859,0.0003927335,0.3235397,0.0003132357,0.00003669905,0.001274036,0.006883114,0.005613003,0.002461611],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01929296,"threshold_uncertainty_score":0.1020322,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392913961","doi":"10.1115/1.4065090","title":"Transferability Analysis of Data-Driven Additive Manufacturing Knowledge: A Case Study Between Powder Bed Fusion and Directed Energy Deposition","year":2024,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada; McGill University","funders":"National Research Council Canada; Mitacs; McGill University","keywords":"Transferability; Deposition (geology); Fusion; Energy (signal processing); Sensor fusion; Computer science; Process engineering; Data mining; Materials science; Manufacturing engineering; Engineering drawing; Engineering; Artificial intelligence; Machine learning; Geology; Mathematics; Statistics","authors":[{"name":"Mutahar Safdar","is_ca":true},{"name":"Jiarui Xie","is_ca":true},{"name":"Hyunwoong Ko","is_ca":false},{"name":"Yan Lu","is_ca":false},{"name":"Guy Lamouche","is_ca":true},{"name":"Yaoyao Fiona Zhao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01465910528327769,"gpt":0.2716628152606723,"spread":0.2570037099773946,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007185745,0.0005150305,0.0004356512,0.002386455,0.001776452,0.002610032,0.002015969,0.002645796,0.001837196],"category_scores_gemma":[0.01795355,0.0003382388,0.001147886,0.001906172,0.002346193,0.004044461,0.003390568,0.001677819,0.0002267193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003093556,"about_ca_system_score_gemma":0.001549294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00720539,"about_ca_topic_score_gemma":0.005705168,"domain_scores_codex":[0.9944293,0.002731679,0.0003296671,0.0004790333,0.001672255,0.0003580913],"domain_scores_gemma":[0.9734361,0.02085486,0.0009957636,0.002566408,0.001863766,0.0002831562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001303757,0.00423683,0.04898293,0.001742189,0.0003875001,0.02964554,0.03535784,0.3380563,0.03506239,0.1051722,0.003170652,0.3968818],"study_design_scores_gemma":[0.000226061,0.001048409,0.01699799,0.0004446609,0.00021669,0.004026902,0.0255618,0.7434355,0.09309262,0.08113066,0.0336578,0.0001608924],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8125865,0.0002759921,0.1740952,0.001687286,0.00002434003,0.0005934939,0.0002428231,0.0003155989,0.01017889],"genre_scores_gemma":[0.9367031,0.0001174819,0.0615839,0.00006899164,0.000006383973,0.0001317273,0.0002379986,0.00003519208,0.00111514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00720539,"threshold_uncertainty_score":0.03800231,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2335877780","doi":"10.1115/1.4033234","title":"Design Optimization for Sustainable Products Under Users' Preference Changes","year":2016,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Product design; Product (mathematics); Novelty; Computer science; Engineering design process; New product development; Process (computing); Preference; Iterative design; Probabilistic design; Industrial engineering; Design process; Risk analysis (engineering); Engineering; Operations management; Work in process; Marketing; Mathematics","authors":[{"name":"Hamid Afshari","is_ca":true},{"name":"Qingjin Peng","is_ca":true},{"name":"Peihua Gu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01909269205426075,"gpt":0.2096903370769922,"spread":0.1905976450227315,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001258621,0.001065579,0.0007341043,0.0006461416,0.0003774049,0.001150652,0.0005138522,0.0008257354,0.001591985],"category_scores_gemma":[0.002152805,0.0006357657,0.001275979,0.0006084261,0.0004703406,0.0009117268,0.0006372517,0.0005672178,0.0001911282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001021508,"about_ca_system_score_gemma":0.001116174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003667519,"about_ca_topic_score_gemma":0.003799046,"domain_scores_codex":[0.999054,0.0003786269,0.00003549438,0.0001612929,0.0002771711,0.00009347984],"domain_scores_gemma":[0.9993265,0.0003775637,0.0001046186,0.00005938813,0.0001122355,0.00001981926],"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":[0.00004103435,0.00003067946,0.000660073,0.00008932,0.00002645027,0.00004300294,0.00005286043,0.9712754,0.003656329,0.004734459,0.0001801624,0.01921018],"study_design_scores_gemma":[0.000007054824,0.00007216042,0.0003322527,0.000006311925,0.00001744481,0.00002068198,0.00003281006,0.994397,0.001125555,0.003369683,0.0006105502,0.000008487841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09128605,0.0004288039,0.9009675,0.0001598361,0.00002388341,0.00009037918,0.00007321077,0.0001262857,0.006843901],"genre_scores_gemma":[0.8730838,0.0004501213,0.1222173,0.00004869657,0.00001119065,0.0002183884,0.00008611986,0.00006786256,0.003816534],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003667519,"threshold_uncertainty_score":0.00741154,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1985804950","doi":"10.1115/1.2353854","title":"An Integrated Systematic Design Recovery Framework","year":2006,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Reverse engineering; Process (computing); Computer science; Systems engineering; Set (abstract data type); Engineering design process; Representation (politics); Software engineering; Integrated design; Engineering drawing; Industrial engineering; Data mining; Engineering; Mechanical engineering; Programming language","authors":[{"name":"Jill Urbanic","is_ca":true},{"name":"Waguih ElMaraghy","is_ca":true},{"name":"H.A. ElMaraghy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005589731755200753,"gpt":0.2078708583670598,"spread":0.202281126611859,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01028052,0.001558727,0.0009657518,0.005070389,0.001456827,0.004716365,0.004183644,0.00246507,0.004598632],"category_scores_gemma":[0.01138518,0.001053754,0.002288101,0.002331019,0.004430334,0.004325446,0.004755049,0.002249093,0.001081817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002932159,"about_ca_system_score_gemma":0.006933797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005683505,"about_ca_topic_score_gemma":0.006527774,"domain_scores_codex":[0.9914346,0.00374015,0.0006565749,0.0009581462,0.002804466,0.0004060503],"domain_scores_gemma":[0.9941053,0.002575385,0.0004276431,0.00156315,0.001215515,0.0001128796],"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":[0.00002931333,0.0001395624,0.0005464539,0.0004588098,0.00006236341,0.0003841739,0.0008548201,0.06258382,0.001238349,0.7426988,0.003181391,0.1878223],"study_design_scores_gemma":[0.00004914423,0.000105821,0.0002362352,0.0005546984,0.00009771885,0.0003255072,0.0005581039,0.2947868,0.00221371,0.6389197,0.06210483,0.00004776938],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001398135,0.0002636208,0.992435,0.0004430391,0.0000122218,0.0002292932,0.00007235895,0.0004543119,0.004691914],"genre_scores_gemma":[0.04090715,0.0003621293,0.9559348,0.0001127816,0.00001765582,0.000442096,0.0003285206,0.00006880599,0.001825961],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01028052,"threshold_uncertainty_score":0.05436921,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2087063641","doi":"10.1115/1.2904930","title":"Automatic Detection of Tangential Discontinuities in Point Cloud Data","year":2008,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Husky Injection Molding Systems (Canada); University of British Columbia","funders":"","keywords":"Classification of discontinuities; Point cloud; Outlier; Algorithm; Data set; Computer science; Point (geometry); Data point; Surface (topology); Representation (politics); Point distribution model; Mathematics; Geometry; Data mining; Computer vision; Artificial intelligence; Mathematical analysis","authors":[{"name":"Hao Song","is_ca":false},{"name":"Hsi-Yung Feng","is_ca":true},{"name":"Daoshan OuYang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01263209243919373,"gpt":0.2250634384412105,"spread":0.2124313460020167,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001694347,0.0005766587,0.001335317,0.006163495,0.0007309219,0.001578881,0.001359062,0.001124814,0.0005515792],"category_scores_gemma":[0.00958715,0.0004422806,0.0006968098,0.003350927,0.0005873658,0.001507856,0.001755043,0.00109876,0.0004233743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005038257,"about_ca_system_score_gemma":0.0007910704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002709524,"about_ca_topic_score_gemma":0.002087136,"domain_scores_codex":[0.9975726,0.0002006482,0.0001743162,0.0002779886,0.001553608,0.0002208648],"domain_scores_gemma":[0.9942681,0.002052543,0.00104919,0.0008456408,0.001570784,0.0002136868],"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":[0.001297778,0.0003699012,0.08012323,0.0005772593,0.0001687456,0.001814911,0.001283363,0.09089278,0.1469834,0.009096677,0.004571833,0.6628201],"study_design_scores_gemma":[0.00003595574,0.0001172595,0.02576188,0.00005665745,0.00003992422,0.000849364,0.0004462529,0.9093678,0.05448213,0.00524711,0.003537843,0.0000578135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1952574,0.0001821578,0.8006395,0.00008553932,0.00004274754,0.0001681614,0.0006189257,0.00229246,0.0007130014],"genre_scores_gemma":[0.6288607,0.000174887,0.3682753,0.00003187153,0.00003081083,0.0001290946,0.002017301,0.0001379778,0.00034208],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006163495,"threshold_uncertainty_score":0.008960664,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4220847417","doi":"10.1115/1.4054238","title":"A Computer-Aided Design-Based Tolerance Analysis of Assemblies With Form Defects and Deformations of Nonrigid Parts","year":2022,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Tolerance analysis; Geometric dimensioning and tolerancing; Finite element method; CAD; Orientation (vector space); Computer Aided Design; Engineering drawing; Interpolation (computer graphics); Computer science; Computer-aided; Engineering; Structural engineering; Mechanical engineering; Geometry; Mathematics","authors":[{"name":"Mehdi Tlija","is_ca":false},{"name":"Anis Korbi","is_ca":false},{"name":"Borhen Louhichi","is_ca":false},{"name":"Antoine Tahan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007222611400003354,"gpt":0.2065812761835786,"spread":0.1993586647835753,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005119347,0.0005960592,0.0004949461,0.001059337,0.00023486,0.0006047474,0.0004242188,0.0005134987,0.001603096],"category_scores_gemma":[0.001084057,0.0002882866,0.0006050931,0.0003958092,0.0003009169,0.0002179597,0.0002914931,0.0001946158,0.000188445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004011059,"about_ca_system_score_gemma":0.0004530531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002472437,"about_ca_topic_score_gemma":0.001914119,"domain_scores_codex":[0.999637,0.00008184202,0.00002113548,0.00006428916,0.0001677228,0.00002813507],"domain_scores_gemma":[0.999428,0.0002395549,0.0000901789,0.00008452035,0.0001406478,0.00001707743],"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":[0.00008729171,0.00004508549,0.001530148,0.00006149938,0.00001704242,0.0001195707,0.00005759157,0.94213,0.01897685,0.001025085,0.0001767828,0.03577299],"study_design_scores_gemma":[0.000004170229,0.00004323751,0.0007815218,0.000003522109,0.00000686228,0.0000304339,0.000009616967,0.9929519,0.005666535,0.0001738938,0.0003226237,0.000005718976],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3299767,0.0001915748,0.6650385,0.00004359864,0.00002337737,0.0000700403,0.0001252219,0.001425816,0.003105135],"genre_scores_gemma":[0.9186757,0.00005300584,0.07999521,0.000006868508,0.000003483248,0.00004683105,0.0001351805,0.00005464953,0.001029132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002472437,"threshold_uncertainty_score":0.005362868,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2037269167","doi":"10.1115/1.4007171","title":"Environment Based Design Approach to Integrating Enterprise Applications","year":2012,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Enterprise application integration; Scalability; Enterprise integration; Enterprise modelling; Enterprise systems engineering; Software engineering; Point (geometry); Systems engineering; Enterprise information system; Enterprise system; Enterprise software; Enterprise architecture; Knowledge management; Database; Engineering; Architecture","authors":[{"name":"Suo Tan","is_ca":false},{"name":"Yong Zeng","is_ca":true},{"name":"Bo Chen","is_ca":false},{"name":"Hamzeh K. Bani Milhim","is_ca":false},{"name":"Andrea Schiffauerova","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007548543627536032,"gpt":0.2155742229742859,"spread":0.2080256793467499,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003619258,0.001387727,0.0006418154,0.001749329,0.001306694,0.004615867,0.002749873,0.002504459,0.004504981],"category_scores_gemma":[0.002650907,0.001388035,0.001821257,0.001217917,0.002746589,0.002799216,0.003748742,0.002728141,0.0009961297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001551195,"about_ca_system_score_gemma":0.003436078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002212229,"about_ca_topic_score_gemma":0.003246843,"domain_scores_codex":[0.9962432,0.001667425,0.000320496,0.0003779663,0.001147344,0.0002434931],"domain_scores_gemma":[0.9985169,0.0005899169,0.0001205438,0.0002129257,0.0004264092,0.0001333968],"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":[0.00005886189,0.0002005531,0.0007159667,0.0007228359,0.000149035,0.001038521,0.001927855,0.0694313,0.01487315,0.8290131,0.002562816,0.0793059],"study_design_scores_gemma":[0.0001651823,0.0004427034,0.0004966398,0.0005732746,0.0002713301,0.00131299,0.0009575972,0.1914095,0.01601554,0.4035544,0.3846686,0.0001323835],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001717952,0.0002996921,0.9848917,0.0003930062,0.00007203538,0.0002109549,0.0000266474,0.0002828355,0.0121051],"genre_scores_gemma":[0.03273596,0.000647983,0.9586188,0.000224805,0.00003301653,0.0006385968,0.00008358876,0.0001049301,0.006912455],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004615867,"threshold_uncertainty_score":0.01914066,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2068092845","doi":"10.1115/1.2218365","title":"A Method for Automatic Generation of Parametric Computer Aided Design Models in a Mold Base e-Catalog System","year":2006,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Parametric design; CAD; Parametric statistics; Computer Aided Design; Engineering drawing; Computer science; Reuse; Parametric model; Table (database); Component (thermodynamics); Base (topology); Computer-aided; Product design; Product (mathematics); Engineering; Data mining; Programming language; Operating system","authors":[{"name":"Duhwan Mun","is_ca":false},{"name":"Heungki Kim","is_ca":false},{"name":"Kwangsub Jang","is_ca":false},{"name":"Junmyun Cho","is_ca":false},{"name":"Junhwan Kim","is_ca":true},{"name":"Soonhung Han","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01990253797013885,"gpt":0.2359968749424478,"spread":0.2160943369723089,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000838225,0.0009621085,0.0007203206,0.001685868,0.0006028564,0.001270194,0.0015313,0.000879194,0.01102878],"category_scores_gemma":[0.002130136,0.0008256677,0.00102914,0.001548203,0.0004258602,0.001274744,0.0009243041,0.0008926955,0.004643016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000453736,"about_ca_system_score_gemma":0.001039599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002336416,"about_ca_topic_score_gemma":0.002968371,"domain_scores_codex":[0.9992349,0.0001239458,0.00006962424,0.0001335923,0.0004017614,0.00003623557],"domain_scores_gemma":[0.9991422,0.0003224242,0.00004644869,0.0002571556,0.0002082605,0.00002348987],"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":[0.0002198108,0.0001278461,0.001001865,0.0003097332,0.00006965791,0.0003330134,0.0002514854,0.06142184,0.03802301,0.01992221,0.01781281,0.8605068],"study_design_scores_gemma":[0.0001497017,0.0001451508,0.000747106,0.00004509127,0.00005738052,0.0007289358,0.00006237073,0.8876328,0.04816601,0.008804307,0.05337487,0.00008636672],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0009166066,0.00002241168,0.9947291,0.00001630834,0.00001047961,0.00005138697,0.0001159611,0.003551825,0.000585872],"genre_scores_gemma":[0.02365465,0.00007671361,0.9731094,0.00002506871,0.0000105744,0.0002619744,0.0007536883,0.0005046833,0.001603248],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01102878,"threshold_uncertainty_score":0.03689498,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385496159","doi":"10.1115/1.4063089","title":"Behavioral Modeling of Collaborative Problem Solving in Multiplayer Virtual Reality Manufacturing Simulation Games","year":2023,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","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 Calgary","funders":"National Science Foundation","keywords":"Process (computing); Virtual reality; Computer science; Human–computer interaction; Curriculum; Artificial intelligence; Multimedia; Psychology","authors":[{"name":"Hae‐Dong Kim","is_ca":false},{"name":"Tyler Hartleb","is_ca":true},{"name":"Khalid Bello","is_ca":false},{"name":"Faisal Aqlan","is_ca":false},{"name":"Richard Zhao","is_ca":true},{"name":"Hui Yang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02694704629022119,"gpt":0.3131157066671244,"spread":0.2861686603769032,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008494002,0.0005798869,0.0002792083,0.000517007,0.0002442754,0.0007414345,0.0007732069,0.0005322344,0.001852019],"category_scores_gemma":[0.003014598,0.0002624805,0.0004543445,0.0001960204,0.0002876321,0.0004113402,0.0005291568,0.0004670744,0.0002012815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008924081,"about_ca_system_score_gemma":0.0005372743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01021423,"about_ca_topic_score_gemma":0.006009885,"domain_scores_codex":[0.9994677,0.0002432409,0.00002863869,0.000107823,0.00008455523,0.00006814963],"domain_scores_gemma":[0.9983149,0.00104759,0.0002083679,0.0001152631,0.0001896207,0.0001243456],"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":[0.0004071952,0.001178059,0.02460788,0.00005137138,0.00009157214,0.00009712921,0.0005575888,0.9507162,0.006037333,0.003013374,0.0002759996,0.01296636],"study_design_scores_gemma":[0.000007234538,0.0001655466,0.003586093,0.000002206121,0.000006800843,0.000006824453,0.00003668379,0.9951834,0.0006069395,0.0003091586,0.00008169768,0.000007362579],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9518914,0.00001358711,0.04576822,0.00005621683,0.000006273543,0.0001171181,0.0001155507,0.00009694482,0.00193467],"genre_scores_gemma":[0.9926167,0.0000108716,0.006395437,0.000009526332,0.000001407356,0.0001250131,0.00008374899,0.000005426249,0.0007517521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01021423,"threshold_uncertainty_score":0.02030957,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2081697643","doi":"10.1115/1.2194907","title":"Achieving Online Coordination in Real-Time Collaborative Assembly Modeling: A Supervisory Control Approach","year":2005,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","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 Toronto","funders":"","keywords":"Supervisory control; Modular design; Process (computing); Computer science; Supervisory control theory; Process modeling; Systems engineering; Automaton; Control (management); Set (abstract data type); Teamwork; Event (particle physics); Control engineering; Domain (mathematical analysis); Work in process; Distributed computing; Software engineering; Engineering; Process management; Operating system","authors":[{"name":"Lei Feng","is_ca":true},{"name":"Li Chen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009374778609912916,"gpt":0.2239261941170426,"spread":0.2145514155071297,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001521176,0.0006644014,0.0004524776,0.0004366315,0.0005934191,0.001064198,0.001591297,0.0006561374,0.00136357],"category_scores_gemma":[0.002707855,0.0002872986,0.0006292585,0.0002779033,0.001885381,0.001480789,0.001441453,0.0009425809,0.0001929672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009212932,"about_ca_system_score_gemma":0.001569558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002380804,"about_ca_topic_score_gemma":0.002119634,"domain_scores_codex":[0.9986597,0.0003763669,0.00007209007,0.0003426473,0.000399774,0.0001493312],"domain_scores_gemma":[0.9977497,0.0007975646,0.0004113345,0.0005419884,0.0003581375,0.0001412313],"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":[0.0001760157,0.0002690431,0.00138642,0.0001539127,0.00005679553,0.0002908596,0.001098889,0.6862888,0.03527728,0.1396852,0.001179735,0.134137],"study_design_scores_gemma":[0.00003173939,0.00009368553,0.0001669308,0.00000916155,0.00001464458,0.00003948352,0.00005332276,0.9669845,0.009766472,0.0208455,0.001980764,0.00001376633],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008150086,0.00003131573,0.9900568,0.0000520377,0.00001053736,0.00002364923,0.000003816053,0.0002257636,0.00144603],"genre_scores_gemma":[0.7916593,0.0001098353,0.2057346,0.00006328618,0.00003872017,0.0001937804,0.00002596338,0.00006015657,0.002114404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002380804,"threshold_uncertainty_score":0.008044839,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2070687113","doi":"10.1115/1.1602489","title":"Parametric Modeling of Part Family Machining Process Plans From Independently Generated Product Data Sets","year":2003,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","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 British Columbia","funders":"National Natural Science Foundation of China; Engineering Research Centers","keywords":"Machining; Computer science; Parametric statistics; Parametric model; Process (computing); Industrial engineering; Feature (linguistics); Data mining; Product (mathematics); Engineering drawing; Engineering; Mechanical engineering; Mathematics","authors":[{"name":"Zhengdong Huang","is_ca":false},{"name":"Derek Yip‐Hoi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02347534246306703,"gpt":0.2501884842979519,"spread":0.2267131418348849,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002259177,0.0007893453,0.0006381807,0.001661941,0.0003592065,0.0009998912,0.001525937,0.0008534937,0.0008856365],"category_scores_gemma":[0.00766693,0.0009340477,0.001903592,0.001657017,0.000792359,0.001320184,0.0008749419,0.001081698,0.0001817855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009838486,"about_ca_system_score_gemma":0.001018267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005100455,"about_ca_topic_score_gemma":0.004777741,"domain_scores_codex":[0.9985679,0.0003783702,0.0001005233,0.0002586129,0.0006104195,0.00008418027],"domain_scores_gemma":[0.9951208,0.00353832,0.0003852855,0.0005361185,0.0003700984,0.00004931902],"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":[0.00005254495,0.00003504464,0.001078402,0.0000355617,0.00002527041,0.00007619587,0.0001006672,0.9662148,0.001726266,0.004480489,0.0001532181,0.0260216],"study_design_scores_gemma":[0.000004585277,0.00002276839,0.0002672113,0.000002756102,0.000005350705,0.00002373848,0.00001131294,0.9958712,0.001409752,0.002026008,0.0003495108,0.000005690643],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05386232,0.00008171214,0.9443298,0.00005331062,0.00000502857,0.0001018599,0.0003219619,0.000603813,0.0006401605],"genre_scores_gemma":[0.4196814,0.0001300838,0.5770347,0.00001869541,0.000009545277,0.0004787073,0.001946707,0.0001339058,0.0005662865],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005100455,"threshold_uncertainty_score":0.01194781,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408695062","doi":"10.1115/1.4068275","title":"Human–Artificial Intelligence Teaming for Scientific Information Extraction From Data-Driven Additive Manufacturing Literature Using Large Language Models","year":2025,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"National Research Council Canada; Mitacs; McGill University","keywords":"Computer science; Information extraction; Artificial intelligence; Data extraction; Extraction (chemistry); Natural language processing; Engineering","authors":[{"name":"Mutahar Safdar","is_ca":true},{"name":"Jiarui Xie","is_ca":true},{"name":"A. Mircéa","is_ca":false},{"name":"Yaoyao Fiona Zhao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01742863816281132,"gpt":0.2845741054651874,"spread":0.2671454673023761,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008626588,0.00136462,0.001040891,0.01021704,0.001522165,0.004119077,0.001957631,0.00176359,0.003983032],"category_scores_gemma":[0.02528298,0.0008241318,0.002979083,0.004342027,0.001273467,0.005678913,0.005010739,0.001936484,0.002004897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001620087,"about_ca_system_score_gemma":0.004171492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00463827,"about_ca_topic_score_gemma":0.0102179,"domain_scores_codex":[0.9945262,0.002946183,0.000540544,0.0009282489,0.0009031278,0.0001556868],"domain_scores_gemma":[0.9806326,0.01419554,0.001084073,0.001813117,0.001884086,0.0003906633],"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":[0.0003328978,0.0006124352,0.006727731,0.002628374,0.000510931,0.001808446,0.004097052,0.08284798,0.0189662,0.05809798,0.02024486,0.8031251],"study_design_scores_gemma":[0.00006024854,0.0001525109,0.001511601,0.0004102218,0.0001692573,0.0003637023,0.001485905,0.8511477,0.01312385,0.09350979,0.03796471,0.0001005159],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01295766,0.0006897561,0.9763008,0.001636507,0.00007982778,0.0004220421,0.001184223,0.004499467,0.002229617],"genre_scores_gemma":[0.1153231,0.0004529883,0.877229,0.000307286,0.00007276867,0.000593084,0.004453791,0.0002241065,0.001343823],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01021704,"threshold_uncertainty_score":0.04562235,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1990194847","doi":"10.1115/1.3462919","title":"A System Framework With Online Monitoring and Evaluation for Design Evolution of Engineering Systems","year":2010,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","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 British Columbia","funders":"","keywords":"Bond graph; Mechatronics; Computer-automated design; Genetic programming; Computer science; Domain (mathematical analysis); Systems engineering; Control engineering; Systems design; Software engineering; Engineering; Artificial intelligence","authors":[{"name":"L.B. Gamage","is_ca":true},{"name":"C. W. de Silva","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.012479440373737,"gpt":0.2612656044936706,"spread":0.2487861641199336,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004601347,0.001593656,0.001274369,0.00164222,0.0005945822,0.002312878,0.003054871,0.001593393,0.005590222],"category_scores_gemma":[0.007836037,0.0007003713,0.001372395,0.0008669474,0.001686775,0.00199752,0.002480722,0.001863495,0.0009030909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001289051,"about_ca_system_score_gemma":0.00168024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003346763,"about_ca_topic_score_gemma":0.002469733,"domain_scores_codex":[0.9969522,0.001088941,0.0001917238,0.0004700218,0.001147131,0.0001500049],"domain_scores_gemma":[0.9976673,0.001117985,0.0002932894,0.0004204836,0.0004195007,0.0000815039],"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":[0.00009426424,0.0001129911,0.0007307656,0.0002946549,0.0001129704,0.0002317579,0.0002884739,0.6394495,0.006777466,0.2416648,0.001827746,0.1084147],"study_design_scores_gemma":[0.00002919945,0.00006720771,0.0001168619,0.00003849233,0.00002804698,0.0000545245,0.00001507324,0.9585426,0.002265043,0.03247792,0.006347423,0.00001760344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008529015,0.00006144944,0.9971654,0.00004354522,0.000009671675,0.00005347615,0.00002574125,0.0007058839,0.001081897],"genre_scores_gemma":[0.1121731,0.0001703686,0.8849511,0.00005725607,0.00003200272,0.0005754149,0.0001650163,0.0002196093,0.001656165],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005590222,"threshold_uncertainty_score":0.02433455,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2915439015","doi":"10.1115/1.4042918","title":"Servo-Control Applied to the Parameters of the Laser Hardening Process for a Regular Case Depth of 4340 Steel Cylindrical Specimen","year":2019,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Surface Treatment and Residual Stress","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":"Université du Québec à Rimouski","funders":"","keywords":"Laser; Laser power scaling; Materials science; Finite element method; Cylinder; Computer simulation; Power (physics); Hardening (computing); Mechanics; Heat equation; Temperature control; Mechanical engineering; Structural engineering; Optics; Composite material; Engineering; Mathematics; Physics; Mathematical analysis","authors":[{"name":"Rachid Fakir","is_ca":true},{"name":"Noureddine Barka","is_ca":true},{"name":"Jean Brousseau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007696756882456475,"gpt":0.226481935601382,"spread":0.2187851787189255,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001362852,0.0002698823,0.0001752482,0.0001346557,0.000172287,0.0002893975,0.0003463028,0.0004389631,0.0009983468],"category_scores_gemma":[0.0004395018,0.0001463953,0.0003018579,0.0000926397,0.000279282,0.0001805179,0.0001813342,0.0002443656,0.0001361116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003163141,"about_ca_system_score_gemma":0.0003985243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002963715,"about_ca_topic_score_gemma":0.002724971,"domain_scores_codex":[0.9999237,0.000006570589,0.000003863795,0.00002460079,0.00003220338,0.000009076808],"domain_scores_gemma":[0.9999007,0.00003263357,0.00002849885,0.00001435187,0.00001930187,0.000004454294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001387752,0.00005073409,0.001122828,0.0001317557,0.00001266874,0.0001069816,0.0001508518,0.7995811,0.1719912,0.001706668,0.0001415098,0.02486489],"study_design_scores_gemma":[0.000006381871,0.00007023029,0.0008011316,0.000003804914,0.00000555636,0.00002037612,0.00001009727,0.9842509,0.01425078,0.0001915389,0.0003823518,0.000006882191],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3953513,0.0002143695,0.5986722,0.00009114913,0.0000372908,0.00008281102,0.00008130758,0.0006134197,0.004856255],"genre_scores_gemma":[0.9908943,0.00003745415,0.0081551,0.00000463824,0.000001532316,0.00002816657,0.00001490632,0.000009792998,0.0008539871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002963715,"threshold_uncertainty_score":0.005892932,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2083370564","doi":"10.1115/1.4023918","title":"Energy-Consistent Force Feedback Laws for Virtual Environments","year":2013,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Teleoperation and Haptic Systems","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":"McGill University","funders":"","keywords":"Haptic technology; Nonlinear system; Dissipation; Fidelity; Computer science; Control theory (sociology); Rendering (computer graphics); Physical law; Energy (signal processing); Passivity; Virtual machine; Domain (mathematical analysis); Law; Simulation; Control engineering; Engineering; Mathematics; Artificial intelligence; Physics","authors":[{"name":"Arash Mohtat","is_ca":false},{"name":"József Kövecses","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006010300103892595,"gpt":0.1932258582647745,"spread":0.1872155581608819,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003830984,0.0004004328,0.0002737107,0.0002897893,0.0001951591,0.0006534907,0.0005860332,0.0006326851,0.001575382],"category_scores_gemma":[0.001153387,0.0002051203,0.0003165507,0.000166827,0.0007171711,0.0006567924,0.0007217131,0.0005926407,0.0002192896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003603866,"about_ca_system_score_gemma":0.0003525199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001493399,"about_ca_topic_score_gemma":0.001140753,"domain_scores_codex":[0.9998084,0.00003691527,0.000008851286,0.00002334518,0.0001102205,0.00001230245],"domain_scores_gemma":[0.9997341,0.0001279461,0.00005075051,0.00002812804,0.00005112504,0.000007868579],"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":[0.00004116068,0.00005582626,0.0002690995,0.0001546096,0.00001380357,0.000155975,0.0003135297,0.7724831,0.02961085,0.152581,0.001008321,0.04331271],"study_design_scores_gemma":[0.000008207241,0.00003400474,0.00006759265,0.000008904688,0.000001859935,0.00001938652,0.00001450461,0.9856091,0.001231481,0.01123328,0.00176461,0.000007085233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00653884,0.0001248143,0.9912471,0.00006809369,0.00002301872,0.00002138439,0.00001064817,0.00009285573,0.001873251],"genre_scores_gemma":[0.8271112,0.0005726251,0.1622202,0.0001334754,0.00004020605,0.0002233144,0.00006171602,0.00007781632,0.009559279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001575382,"threshold_uncertainty_score":0.005270183,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415476164","doi":"10.1115/1.4070203","title":"Extended Reality in Industry and Healthcare: Current Trends and Future Perspectives","year":2025,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Biomedical and Engineering Education","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":"Collège de Maisonneuve","funders":"","keywords":"Vision; Enabling; Position paper; Framing (construction); Industry 4.0; Health care; Position (finance); Digital transformation; Action (physics)","authors":[{"name":"Beatrice Aruanno","is_ca":false},{"name":"Monica Bordegoni","is_ca":false},{"name":"Marina Carulli","is_ca":false},{"name":"Giorgio Colombo","is_ca":false},{"name":"Marco Rossoni","is_ca":false},{"name":"Theodore Lim","is_ca":false},{"name":"Hugo I. Medellín-Castillo","is_ca":false},{"name":"Karthik Ramani","is_ca":false},{"name":"Daniele Regazzoni","is_ca":false},{"name":"Caterina Rizzi","is_ca":false},{"name":"Andrea Vitali","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008296352622214497,"gpt":0.28772756685468,"spread":0.2794312142324655,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009879034,0.0004325958,0.0008151407,0.002874228,0.001392345,0.009276257,0.001210334,0.004930783,0.01201044],"category_scores_gemma":[0.009132478,0.0002904722,0.0007392213,0.004771548,0.005411361,0.01411353,0.004055984,0.005173647,0.001420914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004492383,"about_ca_system_score_gemma":0.008524254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004801203,"about_ca_topic_score_gemma":0.005702708,"domain_scores_codex":[0.996331,0.001825443,0.0002923527,0.0004592397,0.000674538,0.0004174656],"domain_scores_gemma":[0.9763733,0.01603008,0.001608254,0.000510444,0.00356777,0.001910161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001521327,0.0001958233,0.006265086,0.0058733,0.00005866787,0.0003075903,0.003524501,0.0007368898,0.0004589262,0.2729693,0.05227013,0.6571876],"study_design_scores_gemma":[0.00002227788,0.0003001909,0.009268425,0.02043964,0.0000687091,0.001130678,0.0222237,0.001086242,0.00041715,0.1238839,0.8210256,0.0001333919],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003592646,0.76696,0.002797838,0.2065145,0.002271513,0.0000148076,0.0001146534,0.00005833488,0.01767567],"genre_scores_gemma":[0.09535851,0.8693537,0.003763926,0.02454556,0.004874639,0.00005091445,0.0001611249,0.00002929143,0.001862431],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01201044,"threshold_uncertainty_score":0.05224597,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1872515648","doi":"10.1115/1.4031152","title":"A Finite-Element Boundary Condition Setting Method for the Virtual Mounting of Compliant Components","year":2015,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","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":"École de Technologie Supérieure; Université de Sherbrooke","funders":"","keywords":"Finite element method; Fixture; Displacement (psychology); Point cloud; Point (geometry); Boundary (topology); Computer science; Mechanical engineering; Metrology; Engineering; Structural engineering; Geometry; Mathematics; Mathematical analysis","authors":[{"name":"Gad N. Abenhaim","is_ca":true},{"name":"Alain Desrochers","is_ca":true},{"name":"Antoine Tahan","is_ca":true},{"name":"Jean Bigeon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01589685367932413,"gpt":0.2699392454865284,"spread":0.2540423918072043,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008950133,0.0006496412,0.0007292604,0.0007387017,0.0005331648,0.0006063256,0.00139031,0.001299823,0.0067402],"category_scores_gemma":[0.001849515,0.0005728946,0.0005949155,0.0004188229,0.0005972704,0.0005915042,0.0007053407,0.001223778,0.001606195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003645282,"about_ca_system_score_gemma":0.0007876134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001014709,"about_ca_topic_score_gemma":0.001816242,"domain_scores_codex":[0.9995504,0.0001102044,0.00002367429,0.00005183304,0.0002457636,0.00001798905],"domain_scores_gemma":[0.999536,0.0002279573,0.00004189532,0.00004674136,0.0001275897,0.00001969919],"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":[0.00009728128,0.0002020382,0.0005266395,0.0004070602,0.00004566758,0.0002029876,0.0002409716,0.640404,0.07693063,0.03537915,0.003303362,0.2422602],"study_design_scores_gemma":[0.000009518772,0.00002639619,0.00006773555,0.00001847062,0.000003833182,0.00005001241,0.00001161121,0.9895964,0.004737519,0.001641068,0.003826635,0.0000107971],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001037578,0.00002280426,0.9980288,0.00001644799,0.00001483072,0.00003363851,0.00001098181,0.0001561219,0.0006787678],"genre_scores_gemma":[0.04768564,0.00005475149,0.9502656,0.00003638308,0.00001045389,0.000256344,0.0000693989,0.0001209889,0.001500536],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0067402,"threshold_uncertainty_score":0.02254826,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403243335","doi":"10.1115/1.4066802","title":"A Real-Time Associative Feature-Based Customer Relationship Management and Enterprise Resource Planning Integration Model for Small- and Medium-Sized Enterprises","year":2024,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Enterprise resource planning; Computer science; Data integration; Feature (linguistics); System integration; Integration platform; Information integration; Software; Database; Data mining; Systems engineering; Process management; Software engineering; Knowledge management; Engineering","authors":[{"name":"Yiding Sun","is_ca":true},{"name":"Xinming Li","is_ca":true},{"name":"Yongsheng Ma","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00925874336769283,"gpt":0.2490168917117111,"spread":0.2397581483440183,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001082858,0.0003514495,0.0002966124,0.0009344563,0.0003808985,0.002184194,0.001308434,0.0007590663,0.001799007],"category_scores_gemma":[0.001242456,0.0002739381,0.0007652744,0.000987354,0.0005574031,0.002088147,0.001254538,0.0006955519,0.0002934184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001401348,"about_ca_system_score_gemma":0.001458616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01063829,"about_ca_topic_score_gemma":0.006593841,"domain_scores_codex":[0.9994253,0.0001604054,0.00005457248,0.0001195667,0.0001707788,0.00006946372],"domain_scores_gemma":[0.9995815,0.0001375441,0.00006131075,0.00005871339,0.0001213102,0.00003955018],"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":[0.0001228452,0.0002390954,0.004201049,0.00008638435,0.00006229649,0.0004511876,0.0005176933,0.7332934,0.00477817,0.1995199,0.00153051,0.05519751],"study_design_scores_gemma":[0.000004323543,0.00001477124,0.0002260731,0.000007277185,0.000008941782,0.00001786242,0.00003308496,0.9919637,0.0003879328,0.005986995,0.001343799,0.000005228793],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04959217,0.00009610718,0.9416494,0.0002835759,0.00002234242,0.0000909869,0.0001428493,0.0003760234,0.007746427],"genre_scores_gemma":[0.7488415,0.0001798501,0.2465271,0.0000447833,0.00001313916,0.0002021656,0.0003262415,0.00004867852,0.003816722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01063829,"threshold_uncertainty_score":0.02115273,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416428260","doi":"10.1115/1.4070437","title":"Toward Smart Manufacturing Metaverse via Digital Twinning in Extended Reality","year":2025,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Digital Transformation in Industry","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":"University of Calgary","funders":"Division of Civil, Mechanical and Manufacturing Innovation; National Science Foundation","keywords":"Augmented reality; Metaverse; Industry 4.0; Leverage (statistics); Virtual reality; Workforce; Manufacturing; Entrepreneurship; Mixed reality; Big data","authors":[{"name":"Hui Yang","is_ca":false},{"name":"Faisal Aqlan","is_ca":false},{"name":"Richard Zhao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01222250992812799,"gpt":0.2412799709444101,"spread":0.2290574610162821,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001591228,0.0003933614,0.0003722564,0.0006581406,0.0009389056,0.003937694,0.001225419,0.001623778,0.006987763],"category_scores_gemma":[0.001952676,0.0002984187,0.0006340783,0.0003752438,0.0028504,0.006968562,0.009706162,0.001728377,0.001215883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007310804,"about_ca_system_score_gemma":0.0006948645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000438795,"about_ca_topic_score_gemma":0.0004980692,"domain_scores_codex":[0.9988701,0.0004708887,0.0000468197,0.000186897,0.0002650668,0.0001602658],"domain_scores_gemma":[0.9988976,0.0003485041,0.00008769406,0.000330327,0.0001393173,0.0001966733],"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":[0.00009710008,0.000173858,0.001522205,0.0002499785,0.0000379679,0.0007056172,0.005239755,0.02244974,0.01977583,0.7876449,0.003281867,0.1588212],"study_design_scores_gemma":[0.00005495798,0.0004972998,0.002046129,0.0004063868,0.00005860996,0.001125057,0.004908845,0.1906555,0.03264918,0.5234345,0.2440308,0.000132678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1053019,0.00117474,0.7998991,0.003086366,0.0002220977,0.0001157605,0.00005022682,0.001213822,0.088936],"genre_scores_gemma":[0.7940971,0.0007199486,0.1937864,0.0004913182,0.00005584495,0.00009955156,0.00006247316,0.00008965046,0.01059758],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006987763,"threshold_uncertainty_score":0.02337635,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3127751204","doi":"10.1115/1.4050045","title":"Simulation of Hyperelasticity by Shape Estimation","year":2021,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Robotic Mechanisms and Dynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hyperelastic material; Stiffness; Material properties; Computation; Computer science; Tangent; Tangent modulus; Mechanical engineering; Polynomial; Finite element method; Structural engineering; Materials science; Algorithm; Modulus; Mathematics; Engineering; Geometry; Mathematical analysis; Composite material","authors":[{"name":"Christopher-Denny Matte","is_ca":true},{"name":"Tsz-Ho Kwok","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005903873663349482,"gpt":0.2228258185873931,"spread":0.2169219449240436,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004120235,0.0004051632,0.0003327093,0.0005386159,0.0002323645,0.0006390391,0.0008531668,0.000994711,0.002971117],"category_scores_gemma":[0.001753784,0.0003373437,0.0004887524,0.000427327,0.0006596511,0.0007250102,0.0009347826,0.0005083971,0.0004588484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004708924,"about_ca_system_score_gemma":0.0004412149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002576331,"about_ca_topic_score_gemma":0.002048142,"domain_scores_codex":[0.9997905,0.00004965916,0.00001142918,0.00003407427,0.0000879396,0.00002636344],"domain_scores_gemma":[0.999301,0.0003390112,0.00009419874,0.0001303898,0.0001002384,0.00003525207],"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":[0.00004015597,0.00001957051,0.0005256789,0.00001681524,0.000006197579,0.00003176078,0.00003076285,0.9873552,0.003899371,0.001915618,0.00009374041,0.006065178],"study_design_scores_gemma":[0.00000212187,0.000006541924,0.00006461403,0.00000154722,7.581678e-7,0.000004861948,0.000003103414,0.9984776,0.0009379658,0.0003292386,0.0001693302,0.000002235849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2643481,0.0001290025,0.7227859,0.0001890207,0.00006718171,0.0001075062,0.0002064806,0.001442164,0.01072465],"genre_scores_gemma":[0.9211376,0.00008236119,0.07525458,0.00004249094,0.000008680026,0.00008109759,0.0001266558,0.0001135015,0.003153061],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002971117,"threshold_uncertainty_score":0.009939373,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390581786","doi":"10.1115/1.4064408","title":"Fairness- and Uncertainty-Aware Data Generation for Data-Driven Design Based on Active Learning","year":2024,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Mitacs; McGill University","keywords":"Computer science; Property (philosophy); Generative Design; Sampling (signal processing); Data mining; Generative model; Selection (genetic algorithm); Representativeness heuristic; Machine learning; Missing data; Artificial intelligence; Generative grammar; Mathematics; Statistics; Engineering","authors":[{"name":"Jiarui Xie","is_ca":true},{"name":"Chonghui Zhang","is_ca":true},{"name":"Lijun Sun","is_ca":true},{"name":"Yaoyao Fiona Zhao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03629657205248644,"gpt":0.2761094390599592,"spread":0.2398128670074727,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005289853,0.0009978632,0.001113749,0.001175847,0.0005082275,0.00114042,0.002012799,0.00122901,0.001521323],"category_scores_gemma":[0.01068552,0.0007386316,0.001228263,0.0007143969,0.001439065,0.001390524,0.001813385,0.001597427,0.0002483728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001179998,"about_ca_system_score_gemma":0.001237508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001529148,"about_ca_topic_score_gemma":0.001794759,"domain_scores_codex":[0.9980867,0.0007778219,0.00009359038,0.0003722589,0.0005508813,0.0001186921],"domain_scores_gemma":[0.9898128,0.007268255,0.0006773886,0.001097735,0.0009181658,0.0002257351],"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":[0.0001000433,0.00008897148,0.001410243,0.00007166609,0.00003027275,0.00004052237,0.00007052474,0.9353104,0.002970032,0.008718566,0.0004042885,0.05078458],"study_design_scores_gemma":[0.00000676794,0.00001736334,0.00004880907,0.00000335098,0.000002543393,0.000005627861,0.000002968396,0.9944962,0.001201191,0.004038596,0.0001735209,0.000003039859],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009846661,0.00007438892,0.9892609,0.00006488652,0.000009643334,0.00004134969,0.00002761335,0.0003124927,0.0003621641],"genre_scores_gemma":[0.6405007,0.00007762587,0.3577257,0.0001760341,0.00002720682,0.0003466195,0.0002162536,0.0001274684,0.000802621],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005289853,"threshold_uncertainty_score":0.02797574,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2024358447","doi":"10.1115/1.4030077","title":"Task-Oriented Adaptive Maintenance Support System","year":2015,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Task (project management); Computer science; Process (computing); Documentation; Software engineering; Software; Technician; Technical documentation; Human–computer interaction; Systems engineering; Engineering","authors":[{"name":"Ying Huang","is_ca":false},{"name":"Xingjun Wang","is_ca":false},{"name":"Mickaël Gardoni","is_ca":true},{"name":"Amadou Coulibaly","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01307190104273941,"gpt":0.2328087668812602,"spread":0.2197368658385208,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003647263,0.0003655818,0.0002567153,0.0006715149,0.0003966279,0.0008375779,0.001025548,0.0005596733,0.003946721],"category_scores_gemma":[0.0009911866,0.0001494412,0.0002886565,0.0004160276,0.0001615464,0.0007131593,0.0006043469,0.0004249895,0.002163578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003630447,"about_ca_system_score_gemma":0.0007027863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003271941,"about_ca_topic_score_gemma":0.001922194,"domain_scores_codex":[0.9997811,0.00002509874,0.0000246871,0.00006684563,0.00007646078,0.00002579265],"domain_scores_gemma":[0.9995497,0.00007779979,0.00004659682,0.0001025619,0.0001583959,0.00006498457],"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":[0.001362117,0.001522002,0.01134337,0.0005023658,0.0001570708,0.001207139,0.001208217,0.04070631,0.1246836,0.01807131,0.05538347,0.743853],"study_design_scores_gemma":[0.0003568939,0.0004533062,0.012014,0.00008230905,0.0002685855,0.001225212,0.0002940224,0.7365539,0.05621205,0.01599608,0.1764105,0.0001330449],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1377053,0.0004235755,0.7291244,0.0005688798,0.0001539318,0.0009516128,0.002237923,0.09400465,0.03482974],"genre_scores_gemma":[0.7548921,0.0003399136,0.2166072,0.0004177563,0.00007500946,0.0005172161,0.004244213,0.000608943,0.0222977],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003946721,"threshold_uncertainty_score":0.01320308,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2088052077","doi":"10.1115/1.2752818","title":"A Hybrid Analytical, Solid Modeler and Feature-Based Methodology for Extracting Tool-Workpiece Engagements in Turning","year":2007,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Manufacturing Process and Optimization","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 British Columbia","funders":"","keywords":"Process (computing); Machining; Engineering drawing; Feature (linguistics); Computer science; Solid modeling; Mechanical engineering; Engineering","authors":[{"name":"Jing Zhou","is_ca":true},{"name":"Derek Yip‐Hoi","is_ca":false},{"name":"Xuemei Huang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02559625458248571,"gpt":0.3014328701464713,"spread":0.2758366155639856,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004022547,0.0006690731,0.0007097248,0.001133077,0.0003640989,0.0009122051,0.0009105253,0.0006764111,0.001062611],"category_scores_gemma":[0.001372228,0.0005600452,0.000778682,0.000745605,0.0005271839,0.0009327804,0.0005182751,0.0005405188,0.0004290469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004739248,"about_ca_system_score_gemma":0.0009750419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001643826,"about_ca_topic_score_gemma":0.002455435,"domain_scores_codex":[0.9995727,0.00004472676,0.0000186931,0.0000608765,0.000265867,0.00003711442],"domain_scores_gemma":[0.9994442,0.0002150059,0.00008207368,0.000102777,0.0001375573,0.00001835705],"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":[0.0001063335,0.00009357321,0.001223945,0.0002495257,0.00004838711,0.000251371,0.00026791,0.5497614,0.1718605,0.01328813,0.0008561995,0.2619928],"study_design_scores_gemma":[0.000008150639,0.00005775473,0.0002848356,0.000007447069,0.00001015256,0.0001398008,0.00002844397,0.9684227,0.02664005,0.002393343,0.001986445,0.00002081223],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008827519,0.00005020804,0.9898811,0.00002297747,0.000006062339,0.00002341406,0.00002756336,0.000572472,0.0005885576],"genre_scores_gemma":[0.297283,0.0001843091,0.7005455,0.00003005512,0.00001027699,0.0001231999,0.0002087214,0.0002004557,0.001414512],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001643826,"threshold_uncertainty_score":0.003554761,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403982488","doi":"10.1115/1.4067066","title":"Modeling Elastic Cable-Surface Friction for Soft Robots","year":2024,"lang":"en","type":"article","venue":"Journal of Computing and Information Science in Engineering","topic":"Soft Robotics and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Collège de Maisonneuve","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Robot; Surface (topology); Engineering; Mechanical engineering; Structural engineering; Materials science; Computer science; Mathematics; Geometry; Artificial intelligence","authors":[{"name":"Christopher-Denny Matte","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.010319286402254,"gpt":0.2428234157535125,"spread":0.2325041293512585,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002793417,0.0004324948,0.0005329464,0.0004656916,0.0002499543,0.0005169161,0.000554038,0.0006509278,0.0007596304],"category_scores_gemma":[0.001306528,0.0002764123,0.0004649539,0.0003238086,0.0005333412,0.0006049555,0.0005091563,0.0003709339,0.0001690398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005033831,"about_ca_system_score_gemma":0.0005218046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004020484,"about_ca_topic_score_gemma":0.002672561,"domain_scores_codex":[0.9997969,0.00004000142,0.00001028366,0.00003887178,0.00008906856,0.00002496459],"domain_scores_gemma":[0.9995953,0.0002014352,0.00008013075,0.00005735989,0.00004302174,0.00002281391],"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":[0.0000164221,0.00001394076,0.0005669662,0.00002022987,0.000007554868,0.00004941563,0.0000177612,0.9863717,0.004860212,0.001825246,0.000061232,0.006189249],"study_design_scores_gemma":[9.900634e-7,0.000006870076,0.00008409806,0.000001144387,6.992316e-7,0.000005432159,0.00000173803,0.9991172,0.000402677,0.0003062156,0.00007144754,0.000001518172],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1501165,0.0002462281,0.8470779,0.00005142561,0.00001434825,0.00002694271,0.0000385704,0.0002751026,0.002152997],"genre_scores_gemma":[0.9641654,0.0001327055,0.03448091,0.00001235501,0.00000584165,0.00003651547,0.00003330916,0.0000361394,0.001096824],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004020484,"threshold_uncertainty_score":0.007994175,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4248273756","doi":"10.1115/1.2204727","title":"Call for Papers","year":2006,"lang":"en","type":"paratext","venue":"Journal of Computing and Information Science in Engineering","topic":"Mechatronics Education and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Computer science; Engineering drawing; Engineering","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.006611321352389231,"gpt":0.2513364995450501,"spread":0.2447251781926609,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002142301,0.001437698,0.001560255,0.002676341,0.002423557,0.01121041,0.003535286,0.005074437,0.8884158],"category_scores_gemma":[0.01519236,0.0004899699,0.001518079,0.00249838,0.0006659647,0.006090994,0.003716184,0.003969258,0.8583484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00188564,"about_ca_system_score_gemma":0.004098057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001342758,"about_ca_topic_score_gemma":0.002014049,"domain_scores_codex":[0.9974626,0.0002598868,0.0001863345,0.0004974378,0.001338363,0.000255335],"domain_scores_gemma":[0.9899521,0.0009019828,0.0003219283,0.00115903,0.004492269,0.003172706],"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":[0.00001995386,0.00002040386,0.00004643071,0.00008918143,0.000002302138,0.00004026321,0.000007351381,0.00001350672,0.00005005307,0.0007445294,0.964458,0.03450796],"study_design_scores_gemma":[0.00000872562,0.000007759239,0.00008200898,0.00005494048,0.000001602427,0.00003924225,0.00002898215,0.00001686885,0.00003138671,0.0005358261,0.999189,0.000003873916],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004084166,0.002765286,0.001995625,0.02517335,0.09345487,0.0009464725,0.008437623,0.003253377,0.863565],"genre_scores_gemma":[0.001165801,0.001537127,0.0007409521,0.006649946,0.007969942,0.0002336547,0.003593328,0.0009607284,0.9771485],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8884158,"threshold_uncertainty_score":0.1591614,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}