{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"edd759e80d63","filters":{"venue":"Journal of Applied Mechanical Engineering"}},"results":[{"id":"W2789215074","doi":"10.4172/2168-9873.1000299","title":"Vibration Control in Quarter-Car Model with Magnetorheological (MR) Dampers Using Bingham Model","year":2018,"lang":"en","type":"article","venue":"Journal of Applied Mechanical Engineering","topic":"Vibration Control and Rheological Fluids","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Damper; Magnetorheological fluid; Vibration; Quarter (Canadian coin); Magnetorheological damper; Vibration control; Computer science; Control (management); Engineering; Structural engineering; Automotive engineering; Artificial intelligence; Physics; Acoustics","authors":[{"name":"Sakshi Sharma","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009692978377605976,"gpt":0.1937280038518644,"spread":0.1840350254742584,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003540652,0.0002549599,0.0004810265,0.0002112004,0.00004234228,0.00004005145,0.0002007254,0.0002292807,0.00003045485],"category_scores_gemma":[0.00003231848,0.0001905694,0.00009368448,0.0002406082,0.00003585717,0.0002436687,0.00002051116,0.0004788669,0.000003980498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001236383,"about_ca_system_score_gemma":0.00004731287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.070003e-7,"about_ca_topic_score_gemma":0.000002106266,"domain_scores_codex":[0.9984879,0.00001198976,0.0006482429,0.000180034,0.0003006758,0.0003711498],"domain_scores_gemma":[0.9994356,0.00006737075,0.00008371834,0.0001387256,0.00009129049,0.0001833068],"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":[0.000139106,0.00002063412,0.000002290059,0.00001100871,0.00002666818,0.000007539628,0.00004827855,0.6552712,0.3345737,0.009751108,0.00001694264,0.0001314388],"study_design_scores_gemma":[0.00183071,0.0003003473,0.00001629463,0.00004667682,0.00003846766,0.00003114647,0.00002745694,0.9904523,0.005969127,0.001033002,0.00001459918,0.0002399083],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1883482,0.00004170577,0.8108328,0.00006038849,0.0001386208,0.0001385159,0.000002263552,0.00009566114,0.0003418029],"genre_scores_gemma":[0.9314481,0.00001230931,0.06808338,0.0001450731,0.0002628932,0.000008705806,8.356909e-7,0.00003464983,0.000004063483],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7430999,"threshold_uncertainty_score":0.7771195,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2561186920","doi":"10.4172/2168-9873.1000242","title":"Assessment of the Homogeneous Approach to Predict Unsteady Flow Characteristics of Sheet and Cloud Cavitation","year":2016,"lang":"en","type":"article","venue":"Journal of Applied Mechanical Engineering","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Compute Canada; Fonds de recherche du Québec – Nature et technologies; Université Laval","keywords":"Homogeneous; Cavitation; Cloud computing; Flow (mathematics); Computer science; Unsteady flow; Mechanics; Data science; Statistical physics; Physics","authors":[{"name":"Patricia Côté","is_ca":false},{"name":"Guy Dumas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006102881421269841,"gpt":0.1962105516429943,"spread":0.1901076702217245,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003672524,0.0001353081,0.0003350733,0.0001175652,0.00001394796,0.000009439662,0.0001890078,0.000070418,0.00000474395],"category_scores_gemma":[0.00007513267,0.00009063645,0.00007233641,0.0001734242,0.00001532059,0.00005530125,0.00005122652,0.0001585697,3.986777e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001065755,"about_ca_system_score_gemma":0.00002887633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.844675e-7,"about_ca_topic_score_gemma":1.205196e-7,"domain_scores_codex":[0.9987913,0.000009464086,0.0006316768,0.00009281542,0.0003255693,0.0001492236],"domain_scores_gemma":[0.9992961,0.0001413485,0.0001785596,0.0001753011,0.00009748896,0.0001112259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002220381,0.00004881474,0.00002510688,0.000214151,0.0001063937,0.000001000838,0.0002106124,0.294318,0.6873985,0.01056998,0.00005131547,0.007033946],"study_design_scores_gemma":[0.00479109,0.0008310096,0.03630483,0.001256413,0.0005229948,0.0002086075,0.000411021,0.6934482,0.2574026,0.001821067,0.001906562,0.001095601],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5479915,0.00003037955,0.450365,0.00003609683,0.0008244144,0.0002498399,0.0000403706,0.00002987548,0.0004324698],"genre_scores_gemma":[0.9630408,0.00002529944,0.03669906,0.000009775844,0.0001793,0.000009633855,9.825468e-7,0.00003096319,0.000004142932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4299959,"threshold_uncertainty_score":0.3696047,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2529181878","doi":"","title":"Bridging aeronautics and aerospace (A&A) industrial practice and academic research via systematic product lifecycle management","year":2013,"lang":"en","type":"article","venue":"Journal of Applied Mechanical Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Aerospace; Interfacing; Product lifecycle; Standardization; Engineering management; Product (mathematics); Avionics; Session (web analytics); New product development; Bridging (networking); Process (computing); Knowledge management; Data science; Process management; Engineering; Business; World Wide Web; Marketing","authors":[{"name":"Yongsheng Ma","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02503422490593584,"gpt":0.2556234943501354,"spread":0.2305892694441995,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001266585,0.0001579022,0.0003211266,0.0001998554,0.00005842716,0.0001087055,0.0001383047,0.0001215562,0.000005341744],"category_scores_gemma":[0.000198742,0.0001416283,0.00002295467,0.0001878109,0.00001434464,0.0003084246,0.00009380943,0.0009242424,0.000004218376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007899026,"about_ca_system_score_gemma":0.000009179424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001812071,"about_ca_topic_score_gemma":7.915301e-8,"domain_scores_codex":[0.9986272,0.00002062389,0.000496688,0.0001492204,0.0004156709,0.0002905502],"domain_scores_gemma":[0.9992956,0.0001876101,0.0001167778,0.0001239289,0.00009656406,0.0001795048],"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":[0.00005302113,0.00003737758,0.000003596381,0.0143569,0.0003242712,0.0000236327,0.0004676634,0.9409819,0.01804557,0.004930216,0.0003437905,0.02043212],"study_design_scores_gemma":[0.0009241166,0.00008056416,0.00004874943,0.001919593,0.0001532006,0.0001762073,0.0003056399,0.976189,0.01913073,0.0004563224,0.0003132024,0.0003027375],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2595562,0.002808749,0.7326688,0.000847561,0.0008762387,0.002157335,9.703172e-7,0.0002682446,0.0008159056],"genre_scores_gemma":[0.9811397,0.0007291616,0.01775742,0.00001778205,0.0002704178,0.00003321729,3.679304e-7,0.00003955086,0.00001236813],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7215835,"threshold_uncertainty_score":0.5775434,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2544768757","doi":"","title":"Recent advances in electro-hydrostatic actuation systems","year":2013,"lang":"en","type":"article","venue":"Journal of Applied Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Electro-hydraulic actuator; Actuator; Excavator; Context (archaeology); Control engineering; Fluid power; Computer science; Torque; Hydraulic cylinder; Hydraulic machinery; Valve actuator; Mechanical engineering; Engineering; Artificial intelligence","authors":[{"name":"Saeid Habibi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005111387722445597,"gpt":0.1917384692009393,"spread":0.1866270814784937,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003529125,0.0001556219,0.0003707984,0.0001776877,0.00001122986,0.00004151414,0.0001429381,0.00008927404,0.00004302016],"category_scores_gemma":[0.00005009397,0.0001353234,0.00004626455,0.0002438688,0.000003446545,0.0002491345,0.000009061912,0.0003049206,0.0000390633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001790982,"about_ca_system_score_gemma":0.00001718683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001833587,"about_ca_topic_score_gemma":6.045714e-7,"domain_scores_codex":[0.9986519,0.000008290397,0.0007222975,0.00008068371,0.0002679451,0.0002688478],"domain_scores_gemma":[0.9994895,0.0001204808,0.0001104663,0.0001070941,0.00004914969,0.0001232885],"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":[0.0000054818,0.00001330407,0.00000136383,0.0001635055,0.00002495452,0.000004446204,0.000132355,0.9094455,0.06298417,0.001528735,0.0001194318,0.02557679],"study_design_scores_gemma":[0.0005721899,0.00006495492,0.00003663128,0.0002501965,0.00001392963,0.00006257279,0.000185175,0.9739284,0.00675806,0.0005785939,0.01733179,0.0002175448],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3300279,0.01320308,0.6463653,0.0001168432,0.003170053,0.001124931,0.000001793978,0.0002896575,0.005700409],"genre_scores_gemma":[0.9962141,0.002380803,0.001138277,0.00001240624,0.0001758075,0.00003902262,0.000001016563,0.00003413081,0.000004419604],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6661862,"threshold_uncertainty_score":0.5518328,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}