{"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":"c88f44cabfb5","filters":{"venue":"Machinery Design and Manufacture"}},"results":[{"id":"W2390990033","doi":"","title":"LAVAL nozzle technology for increasing spindle rotary speed of gas bearings testing stand","year":2011,"lang":"en","type":"article","venue":"Machinery Design and Manufacture","topic":"Tribology and Lubrication Engineering","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":"Nozzle; Mechanical engineering; Engineering; Rotational speed; Flow (mathematics); Mechanics; Structural engineering; Physics","authors":[{"name":"Zhiwei Lü","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02272368829824558,"gpt":0.2028690075864045,"spread":0.1801453192881589,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002014777,0.000158077,0.000209965,0.0001792132,0.00005927538,0.000007273891,0.0001023271,0.0001643908,0.00001436154],"category_scores_gemma":[0.00007665119,0.000148739,0.00002898716,0.0001259842,0.00004791307,0.00007701728,0.00002611304,0.0001909742,0.000001207886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000133291,"about_ca_system_score_gemma":0.0000114029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004367659,"about_ca_topic_score_gemma":0.000002112387,"domain_scores_codex":[0.9993986,0.00001634676,0.0001820123,0.0001524446,0.00004114203,0.0002094292],"domain_scores_gemma":[0.9996283,0.00011933,0.00004004961,0.0001385194,0.00002429973,0.00004950212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006335821,0.0002025979,0.04572935,0.001852915,0.0005545794,0.00005307492,0.003446867,0.1412624,0.6688122,0.00421584,0.002614309,0.1306224],"study_design_scores_gemma":[0.002237587,0.0005281675,0.08385876,0.000217392,0.000194834,0.0003319943,0.0002015967,0.2088679,0.6866439,0.01119086,0.004675636,0.001051388],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6750308,0.0009393719,0.3224935,0.00003640124,0.0001209374,0.000311797,0.00001226341,0.0003666138,0.0006882797],"genre_scores_gemma":[0.9301861,0.00002859944,0.0696542,0.00001668992,0.00003540617,0.00001165482,0.000005643659,0.00002959993,0.00003208428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2551553,"threshold_uncertainty_score":0.6065401,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2381346733","doi":"","title":"The unpolished rice adds wet quenching and tempering machire design","year":2007,"lang":"en","type":"article","venue":"Machinery Design and Manufacture","topic":"Rice Cultivation and Yield Improvement","field":"Agricultural and Biological Sciences","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":"Tempering; Quenching (fluorescence); Energy consumption; Agricultural engineering; Materials science; Process (computing); Metallurgy; Environmental science; Computer science; Engineering; Electrical engineering; Physics","authors":[{"name":"Guanglin Niu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01784478621784626,"gpt":0.2219155800688536,"spread":0.2040707938510073,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008649396,0.0001818551,0.0001277182,0.00001339532,0.0007242073,0.000227905,0.00014452,0.00009206613,0.00004761986],"category_scores_gemma":[0.00005550543,0.00005770907,0.00003352803,0.000101765,0.00006012778,0.000127713,0.00006462495,0.0002066718,0.000002538159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001565312,"about_ca_system_score_gemma":0.000004857288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002247377,"about_ca_topic_score_gemma":0.00009971403,"domain_scores_codex":[0.99898,0.0001138368,0.0001913827,0.0002596552,0.0001480552,0.0003070696],"domain_scores_gemma":[0.9990967,0.0006242736,0.00007347696,0.0000591,0.00001844118,0.0001280219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000163066,0.00004428383,0.001010092,0.00001891943,0.00003741424,0.00001352507,0.0005316581,0.00007018516,0.5041978,0.001015434,0.005804723,0.4870929],"study_design_scores_gemma":[0.001203278,0.0009083258,0.662905,0.00008567433,0.00007806267,0.000105127,0.0032052,0.003154873,0.115177,0.007284402,0.2044998,0.001393274],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674711,0.001262006,0.0235702,0.00501041,0.000275073,0.000781087,0.000009366337,0.0001600059,0.001460798],"genre_scores_gemma":[0.9959205,0.000295207,0.00125406,0.001554597,0.0001676287,0.00001541795,0.000009937332,0.000001989494,0.0007806891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6618949,"threshold_uncertainty_score":0.557009,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2389027411","doi":"","title":"Design of leaf springs for rail clamp","year":2008,"lang":"en","type":"article","venue":"Machinery Design and Manufacture","topic":"Mechanical Engineering and Vibrations Research","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":"Clamp; Leaf spring; Stiffness; Structural engineering; Engineering; Quarter (Canadian coin); Deformation (meteorology); Suspension (topology); Stress (linguistics); Nonlinear system; Spring (device); Mechanical engineering; Mathematics; Materials science; Composite material; Physics","authors":[{"name":"Zhang Jian-wu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03256470528204045,"gpt":0.2363476984455045,"spread":0.2037829931634641,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002014765,0.0001427129,0.0001934586,0.00009341376,0.00007166807,0.00001295718,0.0001058931,0.0001068987,0.00003898422],"category_scores_gemma":[0.00004193871,0.0001201858,0.00004338301,0.0000735861,0.00002909275,0.00006270182,0.00001661561,0.0001679991,0.00000396749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001195602,"about_ca_system_score_gemma":0.00001520551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004309155,"about_ca_topic_score_gemma":2.419536e-7,"domain_scores_codex":[0.9993453,0.00002899601,0.0001623235,0.0001403512,0.0001141459,0.0002088743],"domain_scores_gemma":[0.9995092,0.00020946,0.00001470468,0.0001586123,0.00001934461,0.00008873588],"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":[0.00008578897,0.00002792338,0.000007572126,0.000277511,0.00006532524,0.000007510461,0.0002604889,0.8770059,0.09850655,0.00070607,0.01093909,0.01211027],"study_design_scores_gemma":[0.0005037658,0.0001305536,0.0001312737,0.00001779786,0.00001155604,0.0000240707,0.000006228949,0.858196,0.1351829,0.0006210963,0.004977532,0.000197247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007338379,0.0003730438,0.9914777,0.00005193963,0.00008219419,0.0003679903,0.000006359262,0.0001633584,0.000139013],"genre_scores_gemma":[0.9187878,0.0002410346,0.0801459,0.00003947105,0.00005946231,0.00005908459,0.000009057069,0.00003992073,0.0006182204],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9114495,"threshold_uncertainty_score":0.4901037,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2369827843","doi":"","title":"Solution of Jacobian Matrix and Analysis on Singularity Configuration of an Oil Tank Cleaning Robot","year":2013,"lang":"en","type":"article","venue":"Machinery Design and Manufacture","topic":"Control and Dynamics of Mobile Robots","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":"Université du Québec","funders":"","keywords":"Jacobian matrix and determinant; Singularity; Screw theory; Kinematics; Control theory (sociology); Robot; Mathematics; Topology (electrical circuits); Artificial intelligence; Engineering; Computer science; Mathematical analysis; Classical mechanics; Physics; Applied mathematics","authors":[{"name":"Li Yu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005819296962519294,"gpt":0.2077322055765596,"spread":0.2019129086140403,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001470105,0.0001417518,0.0002811185,0.0001657262,0.00004592123,0.00003435503,0.00005209534,0.0001062703,0.00003496607],"category_scores_gemma":[0.00001049455,0.0001231062,0.00005280052,0.00009219774,0.00003771788,0.0001516004,0.00001197901,0.0001195791,7.958226e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001313892,"about_ca_system_score_gemma":0.000004963682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002104138,"about_ca_topic_score_gemma":0.00006201998,"domain_scores_codex":[0.9993677,0.00005234456,0.0002049828,0.0001501245,0.0001025344,0.0001223401],"domain_scores_gemma":[0.9996355,0.00005748591,0.00006385067,0.0001484431,0.00002763942,0.00006706437],"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":[0.00005426306,0.00004280959,0.0003452999,0.0001415837,0.0002388802,0.00000188802,0.0002450376,0.7136934,0.1060486,0.0005319109,0.00005673053,0.1785996],"study_design_scores_gemma":[0.000400581,0.0001168062,0.03887703,0.0000202778,0.0002044941,0.0000031821,0.00002928046,0.9540724,0.005433146,0.000663047,0.00002104066,0.000158692],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5055962,0.0003806552,0.4934529,0.00006243904,0.0000477345,0.0001275918,0.00001185411,0.00005975656,0.0002609323],"genre_scores_gemma":[0.9944172,0.00005965583,0.005350678,0.00001924766,0.00002045661,0.000006174875,0.00004206993,0.0000122052,0.00007229697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4888211,"threshold_uncertainty_score":0.5020124,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}