{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":406,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":406,"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"},"query_hash":"0fb2aec73a35","filters":{"topic":"Gear and Bearing Dynamics Analysis"}},"results":[{"id":"W2049550263","doi":"10.1016/j.measurement.2013.11.012","title":"Condition monitoring and fault diagnosis of planetary gearboxes: A review","year":2013,"lang":"en","type":"review","venue":"Measurement","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":712,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Fundamental Research Funds for the Central Universities; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Fault (geology); Notice; Condition monitoring; Engineering; Computer science; Systems engineering; Geology; Seismology; Electrical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.06588097731286838,"gpt":0.2750077527214904,"spread":0.209126775408622,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003355789,0.0002570818,0.001078523,0.0001192899,0.00002172638,0.00001971111,0.0001150233,0.0001045749,0.00006890458],"category_scores_gemma":[0.00002826554,0.0002142466,0.0002134902,0.0001446334,0.00001424403,0.00003374466,0.00002626235,0.0001830265,0.00004316858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001078065,"about_ca_system_score_gemma":0.00001833481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005671207,"about_ca_topic_score_gemma":0.000004381368,"domain_scores_codex":[0.9987689,0.0000440729,0.0004695371,0.0001777746,0.0003854923,0.0001541682],"domain_scores_gemma":[0.9994769,0.0000268588,0.0001108966,0.0002488355,0.00007471101,0.00006186566],"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":[9.805515e-8,0.0000142701,0.0001141504,0.1434197,0.0005565731,0.000002226707,0.00000893309,0.00006806697,0.000002511746,0.000002379703,0.0009017776,0.8549093],"study_design_scores_gemma":[0.00006753439,0.00002209558,0.0001019331,0.1305762,0.003040064,0.000006521185,0.000004125467,0.000215186,0.00001062099,0.000007341454,0.865582,0.000366376],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002245529,0.9990193,0.0000291187,0.000004361897,0.0001517652,0.0004881581,0.00002460054,0.00004624576,0.0002139668],"genre_scores_gemma":[0.0003492956,0.999102,0.0001336582,0.000002654942,0.00006398616,0.0002437683,0.00005749117,0.0000346828,0.00001246872],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8646802,"threshold_uncertainty_score":0.8736721,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1970066309","doi":"10.1016/j.jsv.2012.05.039","title":"Vibration signal models for fault diagnosis of planetary gearboxes","year":2012,"lang":"en","type":"article","venue":"Journal of Sound and Vibration","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":485,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China; National Science Foundation","keywords":"Vibration; Fault (geology); SIGNAL (programming language); Gear train; Modulation (music); Basis (linear algebra); Amplitude; Engineering; Structural engineering; Acoustics; Control theory (sociology); Computer science; Physics; Geology; Mathematics; Spiral bevel gear; Geometry; Artificial intelligence; Optics","retraction":null,"screen_n_in":null,"score":{"opus":0.01615723589825349,"gpt":0.2181879565902269,"spread":0.2020307206919734,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001512134,0.00005266766,0.0001189398,0.00008556149,0.00002942885,0.00002547681,0.00002787835,0.00004171557,0.00001074277],"category_scores_gemma":[0.00000670342,0.00004467203,0.00005561706,0.00004683086,0.000008751872,0.0004671131,0.000003708802,0.00005073953,3.548179e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009377189,"about_ca_system_score_gemma":0.000004786165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000447154,"about_ca_topic_score_gemma":0.000004904921,"domain_scores_codex":[0.9995803,0.000007713496,0.000215713,0.00002866227,0.0000925358,0.00007512355],"domain_scores_gemma":[0.9997467,0.00004894289,0.00008477788,0.0000301867,0.00004892849,0.00004040754],"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":[0.00004796464,0.00008777469,0.02162049,0.0002033856,0.000266075,5.107436e-7,0.001141089,0.9455167,0.02098497,0.002031726,0.0003817432,0.007717593],"study_design_scores_gemma":[0.0002706444,0.0001103464,0.006302146,0.00002674168,0.0001205773,0.000009128166,0.0001140617,0.9836658,0.004114151,0.005088262,0.00009368196,0.00008447753],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6982713,0.0005455299,0.3009371,0.0000316111,0.00008707471,0.00003844781,0.000007995761,0.00000576079,0.00007513702],"genre_scores_gemma":[0.9961716,0.000168292,0.00342331,0.00001116785,0.0002014481,0.000001328976,0.00001155174,0.000006828058,0.00000448455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2979003,"threshold_uncertainty_score":0.1821672,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2024860047","doi":"10.1016/j.jsv.2008.03.038","title":"Simulation of spur gear dynamics and estimation of fault growth","year":2008,"lang":"en","type":"article","venue":"Journal of Sound and Vibration","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":414,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Spur gear; Vibration; Spur; Stiffness; Structural engineering; Fault (geology); Engineering; Gear tooth; Geology; Acoustics; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.008645736030949602,"gpt":0.2176340061644383,"spread":0.2089882701334887,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000840238,0.00003972029,0.0001132063,0.0000999224,0.00002447713,0.000009141909,0.00001729169,0.00003344025,0.000002204927],"category_scores_gemma":[0.00003002488,0.00003560052,0.00002817446,0.00007342918,0.00002052946,0.000187012,0.000004220636,0.00004710479,1.157517e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001177329,"about_ca_system_score_gemma":0.000005458186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006123788,"about_ca_topic_score_gemma":0.000004670544,"domain_scores_codex":[0.9996118,0.000006742257,0.0002255131,0.00002769898,0.0000956005,0.00003264265],"domain_scores_gemma":[0.9997117,0.00003431099,0.0001168834,0.00002700668,0.00009076353,0.00001937094],"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":[0.000007358554,0.00001052434,0.007501879,0.00006387623,0.00003046449,6.049758e-7,0.0002818106,0.9881439,0.001969083,0.0003944438,0.000002007675,0.001594101],"study_design_scores_gemma":[0.000152694,0.00005201033,0.02885894,0.00001729952,0.00003191288,0.00001093569,0.00004302197,0.9691055,0.0004291095,0.001267025,6.995182e-7,0.00003088957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.714137,0.00006537553,0.285714,0.00001001511,0.00002127616,0.00001296123,0.000001541543,0.000002660702,0.0000351807],"genre_scores_gemma":[0.997251,0.0001422414,0.002570105,0.000001804824,0.00002096182,5.409732e-8,0.000004256261,0.000004291369,0.000005301008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2831439,"threshold_uncertainty_score":0.1451747,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1973990970","doi":"10.1115/1.1802311","title":"A General Method for the Modeling of Spindle-Bearing Systems","year":2004,"lang":"en","type":"article","venue":"Journal of Mechanical Design","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":277,"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","keywords":"Bearing (navigation); Engineering; Structural engineering; Finite element method; Timoshenko beam theory; Stiffness; Centrifugal force; Natural frequency; Gyroscope; Nonlinear system; Ball (mathematics); Mechanical engineering; Vibration; Physics; Rotational speed; Acoustics; Mathematics; Geometry; Aerospace engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.04405725848509434,"gpt":0.2705105796196998,"spread":0.2264533211346055,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001439032,0.00008835486,0.0002854493,0.00008686536,0.00004066961,0.00003257041,0.0002248331,0.00006903732,0.000002409319],"category_scores_gemma":[0.00007463761,0.00005825062,0.0002481167,0.0001229068,0.000004785162,0.00005236419,0.00001630098,0.0001902147,8.320899e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000607123,"about_ca_system_score_gemma":0.0000333313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004220437,"about_ca_topic_score_gemma":0.000001985638,"domain_scores_codex":[0.9990699,0.00003640517,0.0004631148,0.00006328389,0.0002172526,0.0001500109],"domain_scores_gemma":[0.99942,0.0001513758,0.0001082463,0.0001251484,0.0001377326,0.00005744534],"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":[0.00001930446,0.00001313701,4.294085e-7,0.00002754556,0.0001960315,0.000002537856,0.00003154656,0.9671437,0.02653723,0.004808811,0.00001181169,0.001207912],"study_design_scores_gemma":[0.0004054992,0.0001055745,0.000002358371,0.00006612241,0.0001761851,0.00003832409,0.00004499653,0.9917439,0.003627571,0.003695296,0.00002916398,0.0000650391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007302884,0.0005173758,0.9916677,0.00006130831,0.0003110699,0.0001081073,0.000001274464,0.00001212778,0.00001816584],"genre_scores_gemma":[0.7352632,0.00005846742,0.2644902,0.00000770624,0.0001488746,0.000003110425,1.505239e-7,0.00001728727,0.00001107192],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7279603,"threshold_uncertainty_score":0.2375391,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1964329416","doi":"10.1016/j.engfailanal.2014.11.015","title":"Vibration signal modeling of a planetary gear set for tooth crack detection","year":2014,"lang":"en","type":"article","venue":"Engineering Failure Analysis","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":218,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Vibration; Structural engineering; Transmission (telecommunications); SIGNAL (programming language); Fault (geology); Acoustics; Path (computing); Engineering; Computer science; Geology; Physics; Telecommunications","retraction":null,"screen_n_in":null,"score":{"opus":0.004921660296240328,"gpt":0.1716089399462243,"spread":0.166687279649984,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002155051,0.0001668911,0.0003465555,0.0005370571,0.0000408728,0.00003591807,0.0001098668,0.0001006306,0.00003229764],"category_scores_gemma":[0.00002630703,0.0001794518,0.0003176051,0.0007362125,0.000005652807,0.0001065353,0.00001187332,0.0001148734,0.000004723459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003260671,"about_ca_system_score_gemma":0.000004352011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006818675,"about_ca_topic_score_gemma":0.0002236352,"domain_scores_codex":[0.9991415,0.00001098854,0.0003004482,0.0001852853,0.0001562553,0.0002055727],"domain_scores_gemma":[0.9995561,0.00006138397,0.00003824925,0.0002254901,0.00006077251,0.00005804214],"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":[0.000002997823,0.000004875933,0.0001615041,0.00007882405,0.0009303907,2.059333e-7,0.00006412336,0.9824958,0.01550897,0.00005087691,0.00001312812,0.0006883185],"study_design_scores_gemma":[0.0001241327,0.00002672362,0.000356237,0.000009711639,0.001054734,6.638902e-7,0.00001909649,0.9958081,0.002131228,0.00003812667,0.0002458387,0.0001854214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1675246,0.00003586384,0.8321074,0.00001435037,0.00004225823,0.00006036821,0.0000214018,0.0001523948,0.00004132674],"genre_scores_gemma":[0.9862487,0.000004361341,0.0134608,0.00000466743,0.00009940814,0.00001312886,0.0001201864,0.0000316954,0.0000170128],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8187241,"threshold_uncertainty_score":0.7317832,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2777200870","doi":"10.1016/j.ymssp.2017.12.008","title":"A fault diagnosis scheme for planetary gearboxes using adaptive multi-scale morphology filter and modified hierarchical permutation entropy","year":2017,"lang":"en","type":"article","venue":"Mechanical Systems and Signal Processing","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":190,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"National Natural Science Foundation of China","keywords":"Support vector machine; Pattern recognition (psychology); Fault (geology); Entropy (arrow of time); Binary tree; Engineering; Filter (signal processing); Algorithm; Computer science; Artificial intelligence; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.04101561751111326,"gpt":0.2584791285916351,"spread":0.2174635110805218,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001939998,0.0001623213,0.0003099024,0.00005928391,0.0004267771,0.0002963075,0.00009834443,0.0001490068,0.000004145616],"category_scores_gemma":[0.00002268304,0.0001415004,0.00005111954,0.00002918363,0.00005613618,0.0001556938,0.00005218743,0.0001599264,7.395124e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002447422,"about_ca_system_score_gemma":0.00001057722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002455719,"about_ca_topic_score_gemma":0.00002732729,"domain_scores_codex":[0.9990904,0.00002707055,0.0002375617,0.0002800042,0.0001158887,0.0002490941],"domain_scores_gemma":[0.9995908,0.00006233183,0.00007842482,0.0001114545,0.0000485766,0.0001084407],"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":[0.0005495474,0.0003572092,0.02505497,0.004072597,0.001038703,0.0001379514,0.002201041,0.2228528,0.6412018,0.004077095,0.00007218061,0.09838414],"study_design_scores_gemma":[0.0005188978,0.00005819861,0.00117906,0.000128422,0.00007512834,0.00002483623,0.00007748888,0.9970264,0.000412454,0.0002980017,0.00001920507,0.0001819448],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5913661,0.0005341348,0.4077691,0.00002737484,0.00005455472,0.000176174,0.00002271998,0.00003774671,0.00001214891],"genre_scores_gemma":[0.9873281,0.00002659692,0.01241791,0.00001072666,0.0001088537,0.0000476622,0.00001453027,0.00002431719,0.00002131031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7741736,"threshold_uncertainty_score":0.5770219,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2008382573","doi":"10.1177/0954406213486734","title":"Evaluating the time-varying mesh stiffness of a planetary gear set using the potential energy method","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part C Journal of Mechanical Engineering Science","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":152,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stiffness; Involute; Finite element method; Vibration; Structural engineering; Non-circular gear; Spiral bevel gear; Transmission (telecommunications); Set (abstract data type); Contact analysis; Computer science; Engineering; Acoustics; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.01997294686897599,"gpt":0.2614267488346024,"spread":0.2414538019656264,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003274678,0.0002571279,0.0005463756,0.0002684787,0.0001758671,0.00006504844,0.001574452,0.00012845,0.00002645966],"category_scores_gemma":[0.001012634,0.0001503741,0.0003568054,0.00126235,0.0002139345,0.0004548335,0.0002571831,0.0005729896,9.477714e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001112476,"about_ca_system_score_gemma":0.0001386785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004641778,"about_ca_topic_score_gemma":2.842607e-7,"domain_scores_codex":[0.9969186,0.0000271077,0.001075622,0.0002115836,0.001364918,0.0004021832],"domain_scores_gemma":[0.9980974,0.0002124111,0.0005251949,0.0002569003,0.0007615178,0.0001465268],"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":[0.000009650553,0.00001363447,9.012924e-7,0.00005703331,0.00007731813,3.075544e-7,0.00004088716,0.5295187,0.4634686,0.00620046,0.00001042464,0.0006020496],"study_design_scores_gemma":[0.0002514499,0.00008792523,0.00003752245,0.0002933517,0.0002085639,0.00009673773,0.00007974471,0.8753536,0.1227668,0.0006668928,0.00001774487,0.0001396697],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6767066,0.0001967791,0.3214222,0.0002455062,0.001073483,0.0002504595,0.00001007492,0.00004751869,0.00004743682],"genre_scores_gemma":[0.9774795,0.00003213999,0.02233473,0.00001675574,0.0001011964,0.000004722628,5.463065e-7,0.00002317477,0.000007228363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3458349,"threshold_uncertainty_score":0.6132079,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2119436251","doi":"10.1109/tr.2013.2241216","title":"Uncertainty Quantification in Gear Remaining Useful Life Prediction Through an Integrated Prognostics Method","year":2013,"lang":"en","type":"article","venue":"IEEE Transactions on Reliability","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":143,"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":"Prognostics; Reliability (semiconductor); Computation; Reliability engineering; Engineering; Fuse (electrical); Stiffness; Uncertainty quantification; Computer science; Structural engineering; Algorithm; Machine learning","retraction":null,"screen_n_in":null,"score":{"opus":0.0220145922576539,"gpt":0.2592520350746222,"spread":0.2372374428169683,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005439589,0.0001843591,0.0002325209,0.0001514476,0.0001001814,0.00006887793,0.0001290524,0.0001775807,0.00007423456],"category_scores_gemma":[0.00006080607,0.0001770756,0.0001004378,0.0006308773,0.00004374032,0.0004033693,6.423163e-7,0.0004905802,0.00004733548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00023456,"about_ca_system_score_gemma":0.00004075056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001856381,"about_ca_topic_score_gemma":0.0004253489,"domain_scores_codex":[0.9985822,0.0001590935,0.0004476586,0.0003672964,0.0001982721,0.0002455216],"domain_scores_gemma":[0.9990417,0.0001580107,0.00003857032,0.0005028349,0.0001592104,0.00009971957],"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":[0.00001190618,0.0001812153,0.00106239,0.00003764307,0.00003271042,3.407981e-7,0.0004295823,0.9873369,0.001459413,0.00003294921,0.00001868559,0.009396258],"study_design_scores_gemma":[0.0001930042,0.0000699394,0.02091095,0.00003000406,0.00005147558,0.000001031954,0.0003114649,0.9762622,0.001452496,0.0004176865,0.0001363525,0.0001633568],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.378352,0.000005200417,0.6205776,0.0000749776,0.0002464546,0.0002767513,0.00002919933,0.0002771113,0.0001606748],"genre_scores_gemma":[0.9766774,0.00004702009,0.02302655,0.00002275419,0.00002109664,0.0001198329,0.00003477075,0.0000251039,0.00002550127],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5983254,"threshold_uncertainty_score":0.7220932,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1983138862","doi":"10.1088/0957-0233/23/5/055605","title":"Fault detection of planetary gearboxes using new diagnostic parameters","year":2012,"lang":"en","type":"article","venue":"Measurement Science and Technology","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":122,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Fundamental Research Funds for the Central Universities; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Vibration; Fault (geology); SIGNAL (programming language); Computer science; Bearing (navigation); Amplitude; Root mean square; Acoustics; Structural engineering; Automotive engineering; Engineering; Geology; Physics; Artificial intelligence; Optics","retraction":null,"screen_n_in":null,"score":{"opus":0.02480967324144395,"gpt":0.2071758369179836,"spread":0.1823661636765397,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004804126,0.00005947411,0.00008991861,0.000348362,0.00005846757,0.00001042646,0.00009843177,0.00004719302,0.000002195953],"category_scores_gemma":[0.0002424462,0.00005453609,0.0000115492,0.0006514057,0.0001519746,0.0001015208,0.00002549587,0.00006787295,0.000002622812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007001631,"about_ca_system_score_gemma":0.00002465544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001346888,"about_ca_topic_score_gemma":0.00004998076,"domain_scores_codex":[0.9992678,0.000003249165,0.00009428935,0.00008955656,0.0003356311,0.0002094635],"domain_scores_gemma":[0.9997209,0.00001092396,0.00001985749,0.0001154588,0.0000831591,0.00004970771],"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":[0.000001016077,0.00001710874,0.05146788,0.00002318341,0.0000316696,5.78762e-7,0.00005579546,0.005397574,0.8961866,0.0001588903,0.00001079713,0.04664889],"study_design_scores_gemma":[0.0003519276,0.0001308672,0.05542162,0.00007789159,0.0001962603,0.0000393129,0.0003327507,0.2607316,0.680409,0.001262199,0.0006349363,0.0004115537],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920501,0.0007560127,0.006802133,0.00003194322,0.0001286038,0.00004956793,4.106057e-7,0.00007362309,0.0001076339],"genre_scores_gemma":[0.9988371,0.00003852986,0.001104438,0.000003303636,0.0000098513,0.000001331277,1.436923e-7,0.000003883071,0.000001434381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2553341,"threshold_uncertainty_score":0.2223917,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1985997835","doi":"10.1115/1.4004683","title":"Time-Varying Meshing Stiffness Calculation and Vibration Analysis for a 16DOF Dynamic Model With Linear Crack Growth in a Pinion","year":2011,"lang":"en","type":"article","venue":"Journal of vibration and acoustics","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":115,"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":"Pinion; Structural engineering; Vibration; Stiffness; Autoregressive model; Engineering; Acoustics; Mathematics; Physics; Mechanical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01342794817313322,"gpt":0.2257342956112517,"spread":0.2123063474381185,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001991087,0.000093835,0.0002084679,0.0003756699,0.00005168572,0.00005229933,0.00003495798,0.00006198566,0.000003031007],"category_scores_gemma":[0.0000393459,0.0000802853,0.00004795985,0.0002942205,0.00001629495,0.0003467771,0.000008137408,0.000105011,1.51858e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003250366,"about_ca_system_score_gemma":0.00001841493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006598485,"about_ca_topic_score_gemma":0.00002331181,"domain_scores_codex":[0.9993891,0.00001297358,0.0003035783,0.00008510667,0.0001189745,0.00009023537],"domain_scores_gemma":[0.9995952,0.00003994856,0.0001277685,0.00004720216,0.0001412649,0.00004858691],"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":[0.00004715122,0.00002119072,0.001308533,0.00004918226,0.0001474003,0.000001665462,0.000678085,0.981715,0.01548308,0.00003762105,0.000002524827,0.0005085226],"study_design_scores_gemma":[0.0004094578,0.0000535066,0.02037551,0.00004367949,0.000417351,0.000006083879,0.00007469721,0.9781764,0.0001308255,0.0002177628,2.125111e-7,0.00009453359],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4345025,0.00002323936,0.5653757,0.00001997943,0.00001292176,0.00004102135,0.000003432412,0.000007899625,0.00001330778],"genre_scores_gemma":[0.9605451,0.00008039671,0.0392904,0.00001489023,0.0000223848,0.000001580815,0.00001983821,0.00001336435,0.00001202086],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5260853,"threshold_uncertainty_score":0.3273939,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1893372947","doi":"10.1016/j.triboint.2015.09.030","title":"Investigation on heat dissipation characteristic of ball bearing cage and inside cavity at ultra high rotation speed","year":2015,"lang":"en","type":"article","venue":"Tribology International","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":114,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"National Natural Science Foundation of China","keywords":"Cage; Dissipation; Mechanics; Ball (mathematics); Thermal; Rotational speed; Materials science; Thermal management of electronic devices and systems; Bearing (navigation); Heat generation; Rotation (mathematics); Airflow; Ball bearing; Structural engineering; Mechanical engineering; Lubrication; Physics; Composite material; Engineering; Thermodynamics; Geometry; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.02567910301515312,"gpt":0.2349841677542388,"spread":0.2093050647390857,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000135633,0.00008418779,0.0001293236,0.0001486437,0.00002414931,0.00001416346,0.00006368141,0.00006783775,0.00002751354],"category_scores_gemma":[0.00009903114,0.00008761154,0.00002494858,0.00006934153,0.00004098089,0.00008649699,0.00001476066,0.00008793781,0.00001586222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001447425,"about_ca_system_score_gemma":0.00001072961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002768115,"about_ca_topic_score_gemma":0.0001238482,"domain_scores_codex":[0.9994175,0.00002492587,0.0001988389,0.0001232002,0.0001512421,0.00008426409],"domain_scores_gemma":[0.9996868,0.00004358627,0.00004571332,0.00008090042,0.00008598691,0.00005704044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001595443,0.00006219866,0.5198428,0.00006164125,0.0003139285,0.00001229128,0.001820787,0.09217518,0.376238,0.006610287,0.0002432395,0.002460068],"study_design_scores_gemma":[0.0007313314,0.00007433772,0.7109247,0.00002586456,0.00004452992,0.00001214989,0.00003529562,0.2662547,0.02032575,0.001366603,0.00006249852,0.0001422506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977223,0.00001013138,0.00101747,0.0001993876,0.0003408508,0.00005892518,0.00002914214,0.00004239523,0.0005794283],"genre_scores_gemma":[0.9991937,0.00001214989,0.0001953998,0.00002540154,0.0000581363,0.000003613446,0.0004039394,0.000009907994,0.00009776346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3559123,"threshold_uncertainty_score":0.3572695,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2757875369","doi":"10.1016/j.ymssp.2017.09.005","title":"Three new models for evaluation of standard involute spur gear mesh stiffness","year":2017,"lang":"en","type":"article","venue":"Mechanical Systems and Signal Processing","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":113,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Involute; Stiffness; Spur gear; Deflection (physics); Structural engineering; Torque; Non-circular gear; Gear pump; Finite element method; Angular displacement; Engineering; Spiral bevel gear; Mechanical engineering; Acoustics; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.04854799850363554,"gpt":0.2753143054457217,"spread":0.2267663069420861,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000913001,0.000117414,0.0003035409,0.00004481029,0.0002229208,0.000249045,0.0001557707,0.00009460795,0.000005582794],"category_scores_gemma":[0.00003318295,0.0001020267,0.00006343471,0.00004180562,0.00001794529,0.000219104,0.00003855044,0.00007665838,4.832078e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004378224,"about_ca_system_score_gemma":0.00006530066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002420119,"about_ca_topic_score_gemma":0.0001073713,"domain_scores_codex":[0.9989756,0.0000133954,0.0002766972,0.0001807125,0.0003838908,0.0001697161],"domain_scores_gemma":[0.9993584,0.000020563,0.0001162825,0.0001807753,0.0002368081,0.00008715219],"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":[0.0001172244,0.00003358833,0.0001772145,0.002254701,0.000305862,0.000001797497,0.0003329264,0.4701626,0.02287368,0.01737201,0.0002002435,0.4861682],"study_design_scores_gemma":[0.000660349,0.00003167791,0.0001255423,0.0002179854,0.0001662993,0.000001478715,0.00003955127,0.9766831,0.0003050768,0.02160552,0.00003913787,0.0001242214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1562629,0.001099737,0.8420051,0.00002186751,0.000107641,0.0002662975,0.0000138427,0.00003915031,0.0001834772],"genre_scores_gemma":[0.9986592,0.00001069244,0.001135727,0.000001669476,0.0001154735,0.00001768081,0.000004041687,0.00002183747,0.00003368933],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8423963,"threshold_uncertainty_score":0.4160529,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2072641079","doi":"10.1016/j.engfailanal.2014.01.008","title":"Dynamic characteristics of helical gears under sliding friction with spalling defect","year":2014,"lang":"en","type":"article","venue":"Engineering Failure Analysis","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":110,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"National Natural Science Foundation of China","keywords":"Spall; Stiffness; Materials science; Structural engineering; Mechanics; Position (finance); Contact mechanics; Contact area; Plane (geometry); Engineering; Composite material; Geometry; Finite element method; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.002452116280361967,"gpt":0.1659076831798172,"spread":0.1634555668994552,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002162113,0.0002373894,0.0005186218,0.0006683489,0.00004766292,0.00005184966,0.0001492378,0.0001096295,0.00003123251],"category_scores_gemma":[0.0000284585,0.0002265101,0.0003697842,0.001500027,0.00001247029,0.000080146,0.00002325363,0.0002375017,0.0000119581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007914392,"about_ca_system_score_gemma":0.0000061263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002840473,"about_ca_topic_score_gemma":0.0001097007,"domain_scores_codex":[0.9988706,0.00001659971,0.0003263661,0.0002405533,0.0002506954,0.0002951802],"domain_scores_gemma":[0.9993509,0.00007941588,0.00006281158,0.0003448067,0.00006794325,0.00009412196],"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":[0.000002396723,0.00001126207,0.006780962,0.0000690098,0.002011339,0.000001765946,0.00005699028,0.9835058,0.00670694,0.00040775,0.000003595915,0.0004421305],"study_design_scores_gemma":[0.0001094141,0.00002567256,0.03494387,0.00003351519,0.001830244,0.000002515807,0.00002627406,0.9623064,0.0002795987,0.00001025879,0.0001762163,0.0002559735],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4955139,0.00003170228,0.5041668,0.00001597499,0.00003660506,0.0000255026,0.000003831433,0.0001573511,0.00004832063],"genre_scores_gemma":[0.9899768,0.00002714846,0.009800936,0.000005103631,0.00004064679,0.000005955778,0.00005801173,0.00005327448,0.00003218434],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4944628,"threshold_uncertainty_score":0.9236816,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2012622239","doi":"10.1007/s00170-011-3356-9","title":"A comparative study on the dynamics of high speed spindles with respect to different preload mechanisms","year":2011,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":103,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"National Key Research and Development Program of China; State Key Laboratory for Manufacturing Systems Engineering","keywords":"Preload; Stiffness; Mechanism (biology); Nonlinear system; Bearing (navigation); Timoshenko beam theory; Control theory (sociology); Structural engineering; Engineering; Mechanics; Constant (computer programming); Natural frequency; Finite element method; Ball (mathematics); Vibration; Mathematics; Physics; Mathematical analysis; Acoustics; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.01575415099130968,"gpt":0.240993502849131,"spread":0.2252393518578213,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000134824,0.0001371598,0.0002588129,0.0003542311,0.00003731225,0.00001474783,0.0009135984,0.00003530687,0.00002083259],"category_scores_gemma":[0.0000192307,0.00007002937,0.00006033031,0.0001058636,0.00005338824,0.00003975733,0.0001134266,0.0003250085,0.000003637644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001226823,"about_ca_system_score_gemma":0.000008042171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002280506,"about_ca_topic_score_gemma":0.0002013309,"domain_scores_codex":[0.9991617,0.00001828207,0.0002825455,0.00009617874,0.0003208577,0.0001204224],"domain_scores_gemma":[0.999349,0.00006726146,0.0001829685,0.0002511605,0.0001262262,0.00002335681],"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":[0.002146725,0.001080369,0.001263463,0.00001876183,0.005890022,0.0001941354,0.006145013,0.7872738,0.0599779,0.1230257,0.0000500032,0.01293409],"study_design_scores_gemma":[0.0008513248,0.00183811,0.02923442,0.0001417583,0.0001251199,0.0000792562,0.005580244,0.004982918,0.9010784,0.05587921,0.00001319391,0.0001960623],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982595,0.000009208207,0.01603466,0.0007603287,0.0001935377,0.0001639715,0.000005140502,0.0000394942,0.0001986369],"genre_scores_gemma":[0.9977605,0.00001106196,0.002148252,0.00001686135,0.0000175159,0.000004438266,5.856936e-7,0.0000136924,0.00002707397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8411005,"threshold_uncertainty_score":0.2855715,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2261490426","doi":"10.1016/j.jsv.2016.01.041","title":"Vibration signal models for fault diagnosis of planet bearings","year":2016,"lang":"en","type":"article","venue":"Journal of Sound and Vibration","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":91,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Program for New Century Excellent Talents in University; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Vibration; Bearing (navigation); Fault (geology); Planet; SIGNAL (programming language); Engineering; Structural engineering; Rolling-element bearing; Computer science; Acoustics; Geology; Physics; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.01282009172677917,"gpt":0.2119303118821088,"spread":0.1991102201553296,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001202952,0.00005288896,0.0001198425,0.0000859827,0.00002690543,0.00002923776,0.00003498042,0.00004266309,0.00001328019],"category_scores_gemma":[0.000009369039,0.00003638064,0.00004428239,0.00003850464,0.00001167068,0.000333902,0.000004665167,0.0000335797,4.471732e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001344095,"about_ca_system_score_gemma":0.000006687177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004523294,"about_ca_topic_score_gemma":0.000008057986,"domain_scores_codex":[0.9995656,0.000005721746,0.0002304018,0.00004195461,0.00009498482,0.00006131665],"domain_scores_gemma":[0.9997103,0.00006685968,0.00009662365,0.00003384358,0.00006118682,0.00003114179],"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":[0.0001731047,0.0001204961,0.0135548,0.0003396309,0.0005370878,0.000002808559,0.001139905,0.6642102,0.2588633,0.008285481,0.001584668,0.05118853],"study_design_scores_gemma":[0.0009933203,0.0003503525,0.003702859,0.0001074262,0.0001516883,0.00001464626,0.0000895837,0.9519071,0.01489385,0.02723535,0.0003850685,0.0001687783],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.48826,0.00008089733,0.5114217,0.00007491756,0.00004946104,0.00003428213,0.000015344,0.000006442218,0.00005688081],"genre_scores_gemma":[0.9977574,0.0001600656,0.001951502,0.000009390475,0.0000943927,0.00000148456,0.000006088907,0.000007319174,0.00001238262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5094973,"threshold_uncertainty_score":0.1483559,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2142657792","doi":"10.1007/s12206-012-0627-9","title":"An analytical model to investigate skidding in rolling element bearings during acceleration","year":2012,"lang":"en","type":"article","venue":"Journal of Mechanical Science and Technology","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":90,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"State Key Laboratory of Mechanical Transmissions; National Natural Science Foundation of China","keywords":"Acceleration; Bearing (navigation); Coulomb friction; Contact force; Coulomb's law; Mechanics; Rolling-element bearing; Rolling resistance; Centrifugal force; Finite element method; Engineering; Contact mechanics; Lubrication; Coulomb; Structural engineering; Classical mechanics; Rotational speed; Mechanical engineering; Physics; Nonlinear system; Vibration","retraction":null,"screen_n_in":null,"score":{"opus":0.01839563914587568,"gpt":0.2655592483663336,"spread":0.2471636092204579,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001092781,0.00006924578,0.0001596902,0.0007526288,0.00007183526,0.00004916327,0.0002301039,0.0000749235,0.000003037],"category_scores_gemma":[0.000132698,0.00005964559,0.00001980194,0.001025784,0.00004822584,0.00041228,0.00007246742,0.0002537858,0.000001334301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001243914,"about_ca_system_score_gemma":0.00002754145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005251621,"about_ca_topic_score_gemma":0.00001358557,"domain_scores_codex":[0.9990459,0.00000553194,0.0002775207,0.0001038182,0.0002557503,0.0003114972],"domain_scores_gemma":[0.9995627,0.000007262487,0.00003964299,0.00009529878,0.00008874402,0.0002063121],"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":[0.000006208401,0.0000519871,0.009476044,0.00001062332,0.00001368534,0.00000618322,0.0001637638,0.1624313,0.8034394,0.01760722,0.000002403137,0.006791145],"study_design_scores_gemma":[0.0001295774,0.0000600767,0.001684007,0.0000213282,0.00001337374,0.00002447901,0.00009198573,0.9634967,0.03195664,0.002432843,0.00001029748,0.00007869436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807897,0.0000307372,0.01860707,0.0004366719,0.00004853625,0.00003168669,1.791067e-7,0.00002522369,0.00003020904],"genre_scores_gemma":[0.9912591,0.00002750028,0.008648486,0.00002600658,0.0000301055,0.000001201481,7.357173e-8,0.000005459155,0.000002078794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8010654,"threshold_uncertainty_score":0.2432276,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2315809677","doi":"10.1021/la504345c","title":"Both Hyaluronan and Collagen Type II Keep Proteoglycan 4 (Lubricin) at the Cartilage Surface in a Condition That Provides Low Friction during Boundary Lubrication","year":2014,"lang":"en","type":"article","venue":"Langmuir","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":90,"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; Ministerie van Economische Zaken","keywords":"Quartz crystal microbalance; Cartilage; Chemistry; Proteoglycan; Biophysics; Synovial fluid; Fibril; Macromolecule; Materials science; Adsorption; Extracellular matrix; Anatomy; Osteoarthritis; Biochemistry; Organic chemistry; Biology; Pathology","retraction":null,"screen_n_in":null,"score":{"opus":0.0049529479051058,"gpt":0.1870241076661229,"spread":0.1820711597610171,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001362566,0.00009915986,0.000113781,0.00005402699,0.0002202803,0.00005453545,0.00006221109,0.00005117395,0.00002173996],"category_scores_gemma":[0.00001330362,0.000081404,0.00002503149,0.0002116755,0.00002811019,0.00008481479,0.00004452926,0.00006782497,0.00001501007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001235737,"about_ca_system_score_gemma":0.000007694237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002409232,"about_ca_topic_score_gemma":0.001087082,"domain_scores_codex":[0.9994128,0.0000366462,0.0001097312,0.0001491386,0.0001129377,0.0001787639],"domain_scores_gemma":[0.9997463,0.00001915799,0.00003386085,0.0001520485,0.00001740415,0.00003127381],"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":[0.0001279068,0.0001270466,0.2340732,0.0009880797,0.0001625093,0.00001818285,0.009733088,0.1025322,0.6397778,0.0004083707,0.001134047,0.01091757],"study_design_scores_gemma":[0.0005830149,0.0001073192,0.6969048,0.00006519521,0.00007074428,0.00001488017,0.0002668911,0.2790693,0.01788851,0.0001885973,0.004489759,0.000351025],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983171,0.0001986022,0.0001908292,0.0001281236,0.00005988859,0.0002198928,0.000005072286,0.00009465894,0.0007858298],"genre_scores_gemma":[0.9989103,0.00002502653,0.00005796895,0.00001927988,0.00003644823,0.00001652202,0.00003833095,0.00002067274,0.0008754321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6218893,"threshold_uncertainty_score":0.3319559,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2193654649","doi":"10.1016/j.mechmachtheory.2015.10.001","title":"Analytical modeling of spur gear corner contact effects","year":2015,"lang":"en","type":"article","venue":"Mechanism and Machine Theory","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":90,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Contact analysis; Flexibility (engineering); Spur gear; Stiffness; Structural engineering; Contact mechanics; Spur; Transmission (telecommunications); Engineering; Stress (linguistics); Mechanical engineering; Finite element method; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.01095990293892288,"gpt":0.2048735453571774,"spread":0.1939136424182546,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004036219,0.0001033159,0.0002086074,0.0000791511,0.00001882801,0.00001239308,0.00006812475,0.00004874804,0.00001559028],"category_scores_gemma":[0.00003050546,0.00008606776,0.00005219578,0.0000682354,0.00001096249,0.00003442478,0.00003997178,0.00009963923,0.000008915326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001190107,"about_ca_system_score_gemma":0.000006565469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004764401,"about_ca_topic_score_gemma":0.000005959103,"domain_scores_codex":[0.9995094,0.00003405972,0.0001219404,0.000103565,0.0001001427,0.0001308855],"domain_scores_gemma":[0.9996845,0.0000371748,0.00001318771,0.0001400627,0.0000250629,0.0001000427],"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":[0.00006000081,0.00004494737,0.000203062,0.0001935637,0.0002567025,0.00002148273,0.0004589213,0.07391629,0.006209528,0.9143492,0.00003216275,0.00425416],"study_design_scores_gemma":[0.0002959462,0.00005162188,0.00002651573,0.00001347284,0.00009348252,0.000004392119,0.00004260607,0.8988899,0.0007417094,0.09973805,0.00001055784,0.00009175875],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6239071,0.0004069236,0.3723903,0.000007779419,0.0001152834,0.00005850463,0.000006563324,0.0000793047,0.003028277],"genre_scores_gemma":[0.9992101,0.00003045324,0.0005594978,0.00001863442,0.00002372488,0.000001817491,0.000006872577,0.00001916813,0.0001296847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8249736,"threshold_uncertainty_score":0.3509741,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2901751842","doi":"10.1016/j.ymssp.2018.11.008","title":"A shape-independent approach to modelling gear tooth spalls for time varying mesh stiffness evaluation of a spur gear pair","year":2018,"lang":"en","type":"article","venue":"Mechanical Systems and Signal Processing","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":89,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Spall; Stiffness; Structural engineering; Finite element method; Engineering; Gear tooth; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.03841292867022401,"gpt":0.2500393629880223,"spread":0.2116264343177983,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001611189,0.0001855439,0.0003959621,0.0001248272,0.000155899,0.0001572933,0.0001404629,0.0001307164,0.00001572767],"category_scores_gemma":[0.00002211261,0.0001666936,0.00008426503,0.0002313022,0.00001639293,0.0001190972,0.00004784225,0.00010783,0.000006397104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007383565,"about_ca_system_score_gemma":0.00004145996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006070027,"about_ca_topic_score_gemma":0.00000231815,"domain_scores_codex":[0.9983224,0.00005197468,0.0004293837,0.0003509335,0.000546696,0.0002985857],"domain_scores_gemma":[0.9992495,0.00003952598,0.00008336538,0.0001361863,0.000362441,0.0001289553],"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":[0.00005398786,0.0000786416,0.00001553402,0.00118394,0.0001509523,6.726544e-7,0.0007101583,0.9075812,0.05467835,0.0007225943,0.00002048072,0.03480348],"study_design_scores_gemma":[0.0003920028,0.00007022072,0.00001316198,0.0002631481,0.000176672,0.000005202858,0.0001130132,0.9975135,0.0007950462,0.0004105768,0.00003820707,0.0002092472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2983331,0.0002514633,0.7004554,0.000007140351,0.00005378705,0.0004624163,0.000007522968,0.00006825064,0.0003608956],"genre_scores_gemma":[0.9938449,0.000001975708,0.005770772,0.000007731636,0.0001996208,0.00006815813,0.000009183154,0.00004068156,0.00005694938],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6955118,"threshold_uncertainty_score":0.6797569,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2885266619","doi":"10.1016/j.apm.2018.08.003","title":"Novel mathematical modelling methods of comprehensive mesh stiffness for spur and helical gears","year":2018,"lang":"en","type":"article","venue":"Applied Mathematical Modelling","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":85,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"National Natural Science Foundation of China","keywords":"Spur; Stiffness; Coupling (piping); Spur gear; Structural engineering; Computer science; Engineering; Mechanical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.05152566126232288,"gpt":0.2926916957492828,"spread":0.2411660344869599,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004188986,0.0002847711,0.0007225921,0.0001259204,0.00009739915,0.00005156213,0.0001926589,0.0001832498,0.00003317736],"category_scores_gemma":[0.0000186155,0.0002608684,0.0001523052,0.0001837372,0.0001917642,0.00005131877,0.00008833424,0.0001969172,0.00002226099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002227843,"about_ca_system_score_gemma":0.00001092313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002777428,"about_ca_topic_score_gemma":3.514164e-7,"domain_scores_codex":[0.9983652,0.00001288027,0.0006274784,0.0003428464,0.0002429527,0.0004086604],"domain_scores_gemma":[0.9985927,0.000686189,0.00006982781,0.0003463583,0.0001481037,0.0001568363],"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":[0.00002574478,0.00009593676,2.542721e-7,0.001047141,0.0001936332,3.454022e-7,0.0005216814,0.6308973,0.02445454,0.3407874,0.000006722546,0.00196932],"study_design_scores_gemma":[0.0003045427,0.00001976453,6.356487e-7,0.00007813421,0.0001872948,0.000006214133,0.0001239649,0.7932693,0.003096238,0.2026664,0.00002755246,0.0002199884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09097996,0.00005694759,0.9069628,0.00001551868,0.00003480497,0.00035632,0.00001108126,0.000124119,0.001458502],"genre_scores_gemma":[0.4750778,0.00001377857,0.5247397,0.00001063067,0.00005153388,0.00003587383,0.00000383224,0.00004904953,0.00001783127],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3840978,"threshold_uncertainty_score":0.9999843,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387145986","doi":"10.1109/tmech.2023.3314215","title":"Adaptive Multiscale Convolution Manifold Embedding Networks for Intelligent Fault Diagnosis of Servo Motor-Cylindrical Rolling Bearing Under Variable Working Conditions","year":2023,"lang":"en","type":"article","venue":"IEEE/ASME Transactions on Mechatronics","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":83,"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, Okanagan Campus; University of British Columbia","funders":"Fundamental Research Funds for the Central Universities; China Postdoctoral Science Foundation; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Computer science; Fault (geology); Control theory (sociology); Bearing (navigation); Feature extraction; Convolutional neural network; Convolution (computer science); Feature (linguistics); Servo; Artificial intelligence; Particle swarm optimization; Pattern recognition (psychology); Algorithm; Artificial neural network","retraction":null,"screen_n_in":null,"score":{"opus":0.02413043039021891,"gpt":0.2507428306778426,"spread":0.2266124002876237,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003235266,0.000276467,0.0003859573,0.0004131726,0.00034274,0.00005802705,0.0001973888,0.0002650887,0.00005813906],"category_scores_gemma":[0.000008772658,0.0003196677,0.0003541672,0.0008424398,0.00002825471,0.0001341962,0.000007735378,0.0004904856,0.00002632223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003475602,"about_ca_system_score_gemma":0.00003186084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008595022,"about_ca_topic_score_gemma":0.0001359042,"domain_scores_codex":[0.9982823,0.000035932,0.0005015988,0.0003591851,0.0002571046,0.0005638915],"domain_scores_gemma":[0.9989812,0.0004105651,0.00008609568,0.0002957338,0.0001079007,0.000118508],"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":[0.00002279855,0.00007780374,0.00006424768,0.00005344962,0.0003860894,0.000001106833,0.0001147935,0.9943676,0.0009259477,0.002343499,0.00002739703,0.001615284],"study_design_scores_gemma":[0.0004019604,0.0000952426,0.00007636785,0.0001723154,0.0003108431,0.000001815927,0.0005666804,0.9946438,0.002294031,0.0009920119,0.0001494121,0.0002955063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05360473,0.0001245076,0.9443861,0.00003187923,0.0008173388,0.000418465,0.000132459,0.0004173307,0.00006720213],"genre_scores_gemma":[0.9886851,0.000524395,0.01008033,0.00001466498,0.00008846752,0.000278081,0.000080313,0.00008830939,0.0001603249],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9350803,"threshold_uncertainty_score":0.9999256,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2346813223","doi":"10.1016/j.ymssp.2016.04.023","title":"Iterative generalized time–frequency reassignment for planetary gearbox fault diagnosis under nonstationary conditions","year":2016,"lang":"en","type":"article","venue":"Mechanical Systems and Signal Processing","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":79,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Program for New Century Excellent Talents in University; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Time–frequency analysis; Instantaneous phase; Demodulation; Fault (geology); Control theory (sociology); Vibration; Computer science; Algorithm; Electronic engineering; Engineering; Acoustics; Artificial intelligence; Filter (signal processing); Telecommunications; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.01346583726600352,"gpt":0.2270923086036049,"spread":0.2136264713376013,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001649509,0.0001518722,0.0002360321,0.00006591805,0.0001754882,0.0001044087,0.00006434763,0.00008962223,0.00007349708],"category_scores_gemma":[0.000009107341,0.000105515,0.00005966242,0.00008420373,0.00002393143,0.0001179107,0.0000144561,0.00005895709,0.00001282301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006325034,"about_ca_system_score_gemma":0.00001956667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004069003,"about_ca_topic_score_gemma":0.000008193132,"domain_scores_codex":[0.9990885,0.00003567299,0.0002826601,0.0002225248,0.0001574289,0.0002132589],"domain_scores_gemma":[0.9995568,0.0001493565,0.00004941883,0.00007518908,0.00006645364,0.0001028075],"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":[0.00008790968,0.0002595019,0.001696295,0.001334396,0.001146763,0.0000445453,0.0004652195,0.09489325,0.8164352,0.03834517,0.002195844,0.04309595],"study_design_scores_gemma":[0.0008607663,0.0001113629,0.000359694,0.0004737865,0.0001409901,0.00002010138,0.0000823962,0.9875792,0.001525659,0.008034877,0.0004134368,0.0003977569],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2673942,0.001641518,0.7287493,0.0004069516,0.0001609889,0.0006150122,0.0003894281,0.0002516009,0.0003909917],"genre_scores_gemma":[0.998027,0.00004216246,0.001243456,0.00003726041,0.0001019418,0.0001866766,0.00007531284,0.00002422393,0.0002619326],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8926859,"threshold_uncertainty_score":0.4302778,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2047212916","doi":"10.1007/s00170-012-4560-y","title":"Fault level diagnosis for planetary gearboxes using hybrid kernel feature selection and kernel Fisher discriminant analysis","year":2012,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":78,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Kernel Fisher discriminant analysis; Pattern recognition (psychology); Kernel (algebra); Artificial intelligence; Fisher kernel; Kernel principal component analysis; Variable kernel density estimation; Kernel method; Mathematics; Feature selection; Kernel embedding of distributions; Linear discriminant analysis; Dimensionality reduction; Computer science; Gaussian function; Gaussian; Support vector machine","retraction":null,"screen_n_in":null,"score":{"opus":0.01447834687012695,"gpt":0.2460707599503319,"spread":0.2315924130802049,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001832474,0.0001526755,0.0002564338,0.0005815406,0.00007787495,0.00004365471,0.0003552611,0.00008267378,0.00001243192],"category_scores_gemma":[0.00004579687,0.0001126028,0.0001537277,0.0001390514,0.00004133371,0.0002208206,0.00007424425,0.0003065114,7.825961e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000120517,"about_ca_system_score_gemma":0.000007929549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000349044,"about_ca_topic_score_gemma":0.00006994038,"domain_scores_codex":[0.9991912,0.000009535898,0.000256028,0.0001091371,0.000200186,0.0002339333],"domain_scores_gemma":[0.9994836,0.00008622259,0.00016735,0.0001186234,0.00009828356,0.00004590424],"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":[0.0001380566,0.00009817553,0.04891206,0.00005357773,0.00607387,0.00001986307,0.0002287555,0.8690389,0.02760134,0.000327687,0.0005207959,0.0469869],"study_design_scores_gemma":[0.001766116,0.000189289,0.1653526,0.0001812758,0.00396879,0.001402155,0.000750276,0.3682013,0.4377668,0.01007062,0.009464694,0.000886011],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9565359,0.0006610729,0.04149495,0.0007266976,0.0004086471,0.00007177038,0.00003595509,0.00005114279,0.00001387013],"genre_scores_gemma":[0.9864963,0.0004289675,0.01278155,0.00002848816,0.0001790329,0.000007322496,0.00001177516,0.00002113131,0.00004539566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5008376,"threshold_uncertainty_score":0.4591807,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1843163787","doi":"10.1109/robot.1995.525714","title":"Nonlinear modeling and parameter identification of harmonic drive robotic transmissions","year":2002,"lang":"en","type":"article","venue":"","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":78,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Alexander von Humboldt-Stiftung","keywords":"Quasistatic process; Control theory (sociology); Hysteresis; Nonlinear system; Torque; Harmonic drive; Harmonic; Computer science; Transmission (telecommunications); Robot; Series (stratigraphy); Engineering; Control engineering; Artificial intelligence; Physics; Control (management); Acoustics","retraction":null,"screen_n_in":null,"score":{"opus":0.0184899214548585,"gpt":0.212685681454148,"spread":0.1941957599992895,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003617408,0.00005000795,0.00008633811,0.00006026953,0.00002012596,0.00001450064,0.00003863042,0.00002930789,0.00007060045],"category_scores_gemma":[0.000005858048,0.00004495366,0.00004042276,0.00008809838,0.000008915207,0.0000405447,0.00000513338,0.00004977015,0.00001086075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005915874,"about_ca_system_score_gemma":8.289024e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001168621,"about_ca_topic_score_gemma":0.000004561773,"domain_scores_codex":[0.9996414,0.000003879352,0.0001527384,0.00007508959,0.00005571495,0.00007114675],"domain_scores_gemma":[0.9998305,0.00001074388,0.000009483893,0.00009984987,0.00001799382,0.00003141042],"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":[3.388967e-7,0.00001777379,0.0001337429,0.00002882682,0.00004346791,4.086517e-7,0.0001750769,0.9805297,0.01619422,0.0000967915,0.00001229516,0.002767381],"study_design_scores_gemma":[0.00006040956,0.000004145335,0.0001267518,0.000006516741,0.00004430926,0.00000103824,0.0000267837,0.9984951,0.001023287,0.0001546489,0.000004669675,0.00005231091],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.52344,0.0001422345,0.4759886,0.00004982056,0.00002003935,0.00002964301,0.000001298195,0.00004378874,0.0002845897],"genre_scores_gemma":[0.9947547,0.0001455083,0.004791279,0.000002946081,0.000005582875,0.000001368965,0.000002801452,0.00000873697,0.000287021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4713148,"threshold_uncertainty_score":0.1833157,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1992213313","doi":"10.1115/imece2004-59224","title":"Analysis of the Vibration Response of a Gearbox With Gear Tooth Faults","year":2004,"lang":"en","type":"article","venue":"","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":77,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vibration; Involute; Structural engineering; Stiffness; Gear tooth; Engineering; Non-circular gear; Nonlinear system; Involute gear; Torsional vibration; Spiral bevel gear; Acoustics; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.004370325670856432,"gpt":0.1876720772907493,"spread":0.1833017516198928,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001206736,0.00005437538,0.0001456575,0.0001684324,0.00001514386,0.000005204418,0.00008703973,0.00002702443,0.00002571449],"category_scores_gemma":[0.00001341605,0.00003323355,0.0001089346,0.001057261,0.00002327102,0.00002458417,0.00001310498,0.00004033166,0.000001253358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002170242,"about_ca_system_score_gemma":0.00001837231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002826769,"about_ca_topic_score_gemma":0.0007857181,"domain_scores_codex":[0.999577,0.00001477052,0.0001341158,0.00006567054,0.000141701,0.00006667826],"domain_scores_gemma":[0.9996543,0.00002114014,0.00003102839,0.0002375732,0.00004039575,0.00001555879],"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":[0.00003726501,0.00001546636,0.00661121,0.000008557003,0.0006109125,3.574613e-7,0.0002563139,0.9656075,0.02654693,0.0002340254,0.00000107887,0.00007043801],"study_design_scores_gemma":[0.0003612094,0.00006547925,0.4302828,0.00002084085,0.001129393,7.326596e-7,0.0001862916,0.528525,0.03923023,0.00006132989,0.00001958132,0.0001170943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821954,0.00000844989,0.01697356,0.00005191187,0.000009538608,0.00003627475,0.000004858925,0.0000240077,0.0006959366],"genre_scores_gemma":[0.998855,0.000002629793,0.0009990581,0.000008545401,0.000002622426,0.000001119313,0.000002405171,0.000006647955,0.0001219529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4370824,"threshold_uncertainty_score":0.1355225,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2320098026","doi":"10.1109/tmech.2014.2311382","title":"Modeling of Torsional Compliance and Hysteresis Behaviors in Harmonic Drives","year":2014,"lang":"en","type":"article","venue":"IEEE/ASME Transactions on Mechatronics","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":77,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Harmonic; Hysteresis; Compliance (psychology); Harmonic drive; Nonlinear system; Control theory (sociology); Generator (circuit theory); Engineering; Computer science; Control (management); Power (physics); Acoustics; Physics; Mechanical engineering; Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.01541838234563025,"gpt":0.2247350118106267,"spread":0.2093166294649964,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001166873,0.0001246019,0.0002014893,0.0001849562,0.00004912527,0.00001451763,0.00009596137,0.00007472663,0.00002214915],"category_scores_gemma":[0.000001455296,0.0001342903,0.00008444269,0.0001576081,0.00001979542,0.00007004298,0.000001868718,0.0002098107,0.000007210082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005984232,"about_ca_system_score_gemma":0.00001016803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000809901,"about_ca_topic_score_gemma":0.0002716114,"domain_scores_codex":[0.9992766,0.00001978953,0.000224472,0.0001619869,0.00013548,0.0001816044],"domain_scores_gemma":[0.9996999,0.00002925434,0.00001806203,0.0001797797,0.00002318285,0.00004983272],"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":[0.000005150033,0.00004075003,0.00007689668,0.00004467527,0.00002557913,2.839832e-7,0.00008594732,0.9898578,0.005806278,0.0002052299,9.149697e-7,0.003850497],"study_design_scores_gemma":[0.0002371533,0.00003664896,0.0001919973,0.0000631961,0.00004729319,0.000001153891,0.00005568455,0.9967468,0.002240293,0.000236768,0.00001649157,0.000126477],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.591494,0.00006596348,0.4082018,0.00001800444,0.0000928421,0.00004128912,0.00001162713,0.00003697848,0.00003752963],"genre_scores_gemma":[0.9967655,0.0001434256,0.003007584,0.000005717442,0.000008102049,0.000008506747,0.000003064426,0.00002218168,0.00003592676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4052715,"threshold_uncertainty_score":0.5476198,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1972065084","doi":"10.1115/1.2359473","title":"Virtual-Power Flow and Mechanical Gear-Mesh Power Losses of Epicyclic Gear Trains","year":2006,"lang":"en","type":"article","venue":"Journal of Mechanical Design","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Gear train; Train; Power (physics); Computer science; Virtual work; Non-circular gear; Work (physics); Control theory (sociology); Mechanical energy; Simulation; Engineering; Mechanical engineering; Spiral bevel gear; Physics; Structural engineering; Artificial intelligence; Finite element method","retraction":null,"screen_n_in":null,"score":{"opus":0.01104047613373706,"gpt":0.21122988201329,"spread":0.200189405879553,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008674291,0.000211018,0.0005792784,0.0002096703,0.00004300717,0.00004964027,0.0002434723,0.0002076066,0.0002085186],"category_scores_gemma":[0.0001346576,0.000177353,0.0003057309,0.000240131,0.00003869225,0.000133492,0.00004255887,0.0004196378,0.0000118892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005126289,"about_ca_system_score_gemma":0.00003445395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000103016,"about_ca_topic_score_gemma":0.000006661285,"domain_scores_codex":[0.99821,0.0001006473,0.0007730868,0.0001649158,0.0004547721,0.0002966473],"domain_scores_gemma":[0.9990825,0.0002294143,0.0001715405,0.0002062913,0.0001351369,0.0001751008],"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":[0.0003818911,0.00102353,0.0001718776,0.0001465553,0.001612034,0.0004392049,0.0003519109,0.1936119,0.7403938,0.0440328,0.007481116,0.0103534],"study_design_scores_gemma":[0.003653631,0.00312074,0.003822908,0.0003503787,0.0008804445,0.0006484442,0.0002831558,0.8826679,0.06412876,0.0374647,0.001826395,0.001152568],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3119849,0.0003330279,0.6866801,0.0001615784,0.0003563753,0.0001066303,0.00001041331,0.00004601132,0.0003209643],"genre_scores_gemma":[0.9811701,0.0001333531,0.01843064,0.00003370101,0.00009941637,0.000001178803,0.00000109821,0.00004079838,0.0000897533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.689056,"threshold_uncertainty_score":0.7232247,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2084885766","doi":"10.1007/s10845-009-0357-8","title":"Crack propagation assessment for spur gears using model-based analysis and simulation","year":2009,"lang":"en","type":"article","venue":"Journal of Intelligent Manufacturing","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":72,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta; Concordia University","funders":"","keywords":"Sensitivity (control systems); Kurtosis; Residual; Noise (video); Discrete wavelet transform; Root mean square; Wavelet; Vibration; Structural engineering; Engineering; Computer science; Statistics; Acoustics; Mathematics; Wavelet transform; Algorithm; Electronic engineering; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.01933457452494722,"gpt":0.2890411393877918,"spread":0.2697065648628446,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002940886,0.0001184155,0.0002497153,0.0005154515,0.00006055389,0.0000879428,0.00007321045,0.00005073764,0.00000706818],"category_scores_gemma":[0.00001394798,0.0001064861,0.0002273736,0.0001404188,0.000007215847,0.0001482788,0.00000627432,0.0001347151,3.029089e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001574329,"about_ca_system_score_gemma":0.00001950613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002947454,"about_ca_topic_score_gemma":0.000004089693,"domain_scores_codex":[0.9991455,0.0000114561,0.0004115033,0.00009564084,0.0001956365,0.0001402441],"domain_scores_gemma":[0.9995235,0.00004707933,0.0001626974,0.00009417888,0.0001068406,0.00006576352],"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":[0.00001152385,0.00001906606,0.0003608701,0.00002855907,0.0002431399,0.000001611198,0.00004415467,0.9844077,0.003400962,0.00000906385,0.000001703477,0.01147166],"study_design_scores_gemma":[0.0001284726,0.00004639829,0.003379697,0.00002740873,0.0006201456,0.000001927169,0.00001740472,0.9666591,0.02859527,0.000400421,0.00001602936,0.000107738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4747638,0.00002807825,0.5250878,0.00001588511,0.00002983811,0.00004955167,0.000001002417,0.000009898991,0.00001411219],"genre_scores_gemma":[0.9593981,0.00002619472,0.04047681,0.00001929532,0.00005325896,5.397425e-7,0.000004332951,0.00001157277,0.000009934614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4846343,"threshold_uncertainty_score":0.4342376,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2571368214","doi":"10.4224/23000318","title":"Rolling contact fatigue: a comprehensive review","year":2011,"lang":"en","type":"review","venue":"NPARC","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.07163169023135098,"gpt":0.2978719972501294,"spread":0.2262403070187784,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001022052,0.0003808555,0.001820805,0.0001341846,0.00003501016,0.00002700055,0.0003061113,0.0001780879,0.0006646183],"category_scores_gemma":[0.00001450363,0.000318118,0.0007400136,0.0003021473,0.0000120705,0.0000320366,0.00004913328,0.0004411103,0.0004306021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006839722,"about_ca_system_score_gemma":0.00003143136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005814657,"about_ca_topic_score_gemma":0.000002327607,"domain_scores_codex":[0.9988212,0.00005025869,0.0004929376,0.0002452246,0.0001256102,0.0002647485],"domain_scores_gemma":[0.9992293,0.00006029573,0.0001040257,0.0004612689,0.00005441733,0.00009075613],"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":[1.577154e-7,0.000006387051,4.030079e-7,0.09739547,0.0004650159,0.00001081118,0.000008535503,0.0000138046,9.965157e-7,0.0003109538,0.002355302,0.8994322],"study_design_scores_gemma":[0.00003211271,0.000007502999,4.108253e-7,0.04200319,0.001547028,0.00001275736,8.779464e-7,0.0009173077,1.281225e-7,0.00006445647,0.9551027,0.000311469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[3.15162e-7,0.9819861,0.0004248864,0.00000378011,0.0001910187,0.000334981,0.00002369982,0.0001753504,0.01685987],"genre_scores_gemma":[0.000009599873,0.9988055,0.0006477607,0.00003239842,0.00007364521,0.00005340055,0.000106591,0.00008522158,0.000185908],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9527475,"threshold_uncertainty_score":0.9999271,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2797942458","doi":"10.1016/j.ijmecsci.2018.04.010","title":"Effects of case hardening properties on the contact fatigue of a wind turbine gear pair","year":2018,"lang":"en","type":"article","venue":"International Journal of Mechanical Sciences","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":68,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"National Natural Science Foundation of China","keywords":"Residual stress; Materials science; Hardening (computing); Contact mechanics; Case hardening; Hardness; Structural engineering; Contact area; Fatigue limit; Turbine; Induction hardening; Composite material; Finite element method; Mechanical engineering; Engineering; Layer (electronics)","retraction":null,"screen_n_in":null,"score":{"opus":0.02595595234975663,"gpt":0.2545317084339021,"spread":0.2285757560841455,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005832871,0.00005555296,0.0001307788,0.0001004838,0.00003836531,0.00002925693,0.0003637366,0.00002338355,0.00003893773],"category_scores_gemma":[0.000273136,0.00002981389,0.00009755192,0.0001168032,0.00009393098,0.00007351555,0.00003405016,0.0001011776,0.000001809518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002149599,"about_ca_system_score_gemma":0.00002129605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005337814,"about_ca_topic_score_gemma":0.00001698816,"domain_scores_codex":[0.9990934,0.00003267529,0.0002632501,0.00005547935,0.0004790693,0.00007612589],"domain_scores_gemma":[0.9993714,0.0001861716,0.0001342918,0.00004500189,0.0002327647,0.00003038906],"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":[0.0001784821,0.000266166,0.001271833,0.00009272747,0.001238122,0.000477231,0.001674549,0.03171227,0.9297035,0.02423264,0.0003929252,0.008759507],"study_design_scores_gemma":[0.0006213288,0.0015547,0.001792091,0.0008252305,0.0001105416,0.0005395426,0.0004792137,0.3141399,0.6771182,0.002485625,0.000174115,0.0001594983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961625,0.00007211054,0.002781184,0.000355869,0.0003820901,0.0000324981,0.000001501295,0.0000045154,0.0002077767],"genre_scores_gemma":[0.9992636,0.00001153706,0.0005700918,0.00002530222,0.0001152376,3.235797e-7,6.278802e-8,0.000003152962,0.00001072388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2824277,"threshold_uncertainty_score":0.1215775,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1989196312","doi":"10.1016/j.jsv.2011.12.025","title":"Nonlinear damping calculation in cylindrical gear dynamic modeling","year":2012,"lang":"en","type":"article","venue":"Journal of Sound and Vibration","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":68,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke; École de Technologie Supérieure","funders":"","keywords":"Nonlinear system; Hysteresis; Damping ratio; Damping torque; Mechanics; Torque; Magnetic damping; Finite element method; Inverse; Reynolds equation; Amplitude; Control theory (sociology); Mathematics; Structural engineering; Physics; Engineering; Mathematical analysis; Reynolds number; Vibration; Acoustics; Geometry; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.01361671215829648,"gpt":0.2450299506541258,"spread":0.2314132384958293,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002160562,0.00004896921,0.0000979058,0.0001335294,0.00002572794,0.00003441999,0.00002314938,0.00004530823,0.00000300543],"category_scores_gemma":[0.00001278018,0.00004400338,0.00003531448,0.00009603761,0.000004470922,0.0003348914,0.000005909729,0.0001269286,0.000001445369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004102163,"about_ca_system_score_gemma":0.000004604958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004871213,"about_ca_topic_score_gemma":0.0000126782,"domain_scores_codex":[0.9995506,0.00001028042,0.0002223945,0.00003177597,0.00009197436,0.00009293053],"domain_scores_gemma":[0.9998509,0.00001198602,0.00003752696,0.00003126796,0.00002607059,0.00004228236],"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":[0.000006411216,0.00002898547,0.01699367,0.00002410161,0.00002569497,0.000001349886,0.0005569186,0.9739392,0.005915413,0.0001112967,0.000001540291,0.002395379],"study_design_scores_gemma":[0.0001331056,0.0000112341,0.008243119,0.00001699971,0.00001704145,0.00001304331,0.00006646517,0.9911279,0.00003017045,0.0002819054,0.00001011307,0.0000489099],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7398718,0.000215466,0.2597454,0.00002116241,0.00007992112,0.00001278426,3.196373e-7,0.00000561877,0.00004758602],"genre_scores_gemma":[0.9958524,0.00007188335,0.003925436,0.000007744066,0.0001281774,1.438859e-7,0.000003765395,0.000007224499,0.000003258446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2559806,"threshold_uncertainty_score":0.1794406,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2184240449","doi":"10.36001/phmconf.2010.v2i1.1867","title":"Application of Oil Debris Monitoring For Wind Turbine Gearbox Prognostics and Health Management","year":2010,"lang":"en","type":"article","venue":"Annual Conference of the PHM Society","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":67,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Gastops (Canada)","funders":"","keywords":"Prognostics; Turbine; Condition monitoring; Debris; Bearing (navigation); Lubrication; Engineering; Marine engineering; Environmental science; Computer science; Reliability engineering; Mechanical engineering; Geology","retraction":null,"screen_n_in":null,"score":{"opus":0.01412341087248174,"gpt":0.2471081610195267,"spread":0.2329847501470449,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001631265,0.00006371608,0.0001177762,0.00001134201,0.0000464439,0.0000114054,0.0001280283,0.00003887037,7.940848e-7],"category_scores_gemma":[0.000007305766,0.00005183064,0.00007774826,0.00008077447,0.00004231025,0.00002540538,0.00005291434,0.00009577342,1.964237e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009906797,"about_ca_system_score_gemma":0.00001171171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009827712,"about_ca_topic_score_gemma":0.00001820162,"domain_scores_codex":[0.9995812,0.000003554791,0.0001357281,0.00008370916,0.00009110165,0.0001047425],"domain_scores_gemma":[0.9996275,0.00001764072,0.00005702897,0.0001632696,0.0001076295,0.00002696844],"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":[0.00002100671,0.0003460098,0.1561708,0.006333146,0.001774065,2.729137e-7,0.02575123,0.01678097,0.07836071,0.01647116,0.001305301,0.6966853],"study_design_scores_gemma":[0.0009450802,0.0001257327,0.2639447,0.000223729,0.0003441832,0.000002238619,0.004947526,0.7087324,0.015035,0.002687413,0.00257171,0.0004402903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875548,0.00008272612,0.01137072,0.0004257401,0.0001307276,0.0001713986,0.000043186,0.00002796662,0.0001927379],"genre_scores_gemma":[0.9930853,0.0001559448,0.006618511,0.00000798422,0.0000313737,0.000009280788,0.00000428294,0.000008348836,0.00007903133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.696245,"threshold_uncertainty_score":0.2113592,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2038582061","doi":"10.1115/wtc2005-63156","title":"Contact Analyses for Bodies With Frictional Heating and Plastic Behavior","year":2005,"lang":"en","type":"article","venue":"World Tribology Congress III, Volume 1","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":65,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Thermoelastic damping; Shakedown; Plasticity; Materials science; Conjugate gradient method; Work (physics); Displacement (psychology); Mechanics; Stress (linguistics); Convergence (economics); Convolution (computer science); Field (mathematics); Thermal; Finite element method; Structural engineering; Computer science; Mechanical engineering; Composite material; Mathematics; Engineering; Algorithm; Physics; Thermodynamics","retraction":null,"screen_n_in":null,"score":{"opus":0.0172934750653101,"gpt":0.2664325926079945,"spread":0.2491391175426844,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007020199,0.0001735721,0.0003290852,0.0002555382,0.0001722357,0.00004790276,0.0000813813,0.00006228845,0.000120876],"category_scores_gemma":[0.00002625647,0.0001558293,0.00007135894,0.0001455942,0.00006217656,0.00009072505,0.00002312159,0.0001532934,0.000006616583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000464401,"about_ca_system_score_gemma":0.00001404395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005505585,"about_ca_topic_score_gemma":0.002327737,"domain_scores_codex":[0.9991683,0.00001338536,0.0002205459,0.0002210021,0.0000935943,0.000283165],"domain_scores_gemma":[0.9994713,0.0002163987,0.00004465226,0.0001246701,0.00007167437,0.00007131084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002326526,0.0001976713,0.8273411,0.000119192,0.001792309,0.00003700555,0.0004607865,0.1345608,0.008518004,0.002073503,0.004916121,0.01975087],"study_design_scores_gemma":[0.002606897,0.0002082862,0.1295523,0.00005469369,0.001231512,0.00004300258,0.0001514436,0.8457849,0.001057386,0.00005582941,0.01864827,0.0006054078],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844434,0.000958264,0.01295359,0.0001468336,0.0003509344,0.0002276238,0.00006145312,0.0002106001,0.0006473372],"genre_scores_gemma":[0.9949778,0.00001689545,0.002367607,0.00002314449,0.0001340381,0.00009839105,0.00005832881,0.00002566178,0.002298133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7112241,"threshold_uncertainty_score":0.6354535,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2116651418","doi":"10.1177/107754630000600303","title":"Bearing Diagnostics Based on Pattern Recognition of Statistical Parameters","year":2000,"lang":"en","type":"article","venue":"Journal of Vibration and Control","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary; National Research Council Canada","funders":"","keywords":"Pattern recognition (psychology); Feature vector; Crest factor; Artificial intelligence; Linear discriminant analysis; Kurtosis; Transformation (genetics); Feature (linguistics); Bearing (navigation); Mathematics; Computer science; Cluster analysis; Feature extraction; Statistics; Bandwidth (computing)","retraction":null,"screen_n_in":null,"score":{"opus":0.006656068811905009,"gpt":0.1983171319291985,"spread":0.1916610631172935,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009617183,0.00004498396,0.0001210233,0.00006751798,0.00001396127,0.00002245582,0.00002223859,0.00002555178,0.0001161065],"category_scores_gemma":[0.00003443163,0.00003915794,0.00003833428,0.00003624893,0.000009850687,0.00004605668,7.755761e-7,0.00007920274,0.00000309756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008672915,"about_ca_system_score_gemma":0.000005988552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004149762,"about_ca_topic_score_gemma":0.000003082521,"domain_scores_codex":[0.9995905,0.000018883,0.0002043557,0.00003210412,0.0001033896,0.00005072547],"domain_scores_gemma":[0.9997097,0.0001356898,0.00004561533,0.00003439534,0.0000362515,0.00003830678],"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":[0.0001122359,0.00009180552,0.00703574,0.00004975211,0.0001423353,0.0000163531,0.00008534465,0.4244136,0.002182392,0.00002078685,0.0001411064,0.5657086],"study_design_scores_gemma":[0.0007792872,0.0001832475,0.02026189,0.00004560813,0.00008436274,0.000003363699,0.000009842285,0.9780273,0.0003813329,0.0001333399,0.00003826405,0.00005212587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5140924,0.00002884844,0.4854791,0.0001020087,0.00004622447,0.00003107646,0.00001804413,0.000006708108,0.0001955984],"genre_scores_gemma":[0.9985462,0.00008126836,0.001202717,0.000132066,0.00002469324,5.817342e-7,0.00000454353,0.000005249503,0.000002652085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5656564,"threshold_uncertainty_score":0.1596814,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2776339539","doi":"10.1007/s10033-017-0196-z","title":"Spur Gear Tooth Pitting Propagation Assessment Using Model-based Analysis","year":2017,"lang":"en","type":"article","venue":"Chinese Journal of Mechanical Engineering","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"National Key Research and Development Program of China; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Gear tooth; Vibration; Stiffness; Noise (video); Spur gear; Structural engineering; Materials science; Engineering; Acoustics; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.01190074672475266,"gpt":0.2610150776296011,"spread":0.2491143309048484,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007145627,0.0002302899,0.0005460395,0.0004472671,0.0001558827,0.0002150256,0.0004216207,0.0001024021,0.00001444366],"category_scores_gemma":[0.0002187286,0.0001866093,0.0004834327,0.0003176691,0.0000107898,0.0003013498,0.00005791561,0.000446665,0.000001050711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001791542,"about_ca_system_score_gemma":0.00004460766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001012444,"about_ca_topic_score_gemma":0.000005036959,"domain_scores_codex":[0.9986287,0.00001382235,0.0005624351,0.0001428797,0.0003979139,0.0002541943],"domain_scores_gemma":[0.9989698,0.00004414898,0.0002678689,0.0004047022,0.0001533582,0.0001601421],"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":[0.000003730343,0.00002021615,0.001390942,0.00005059979,0.0005072694,0.00001671922,0.00001537919,0.9527862,0.04457745,0.0001437426,0.00000125571,0.0004864804],"study_design_scores_gemma":[0.0003276222,0.0000235501,0.006086309,0.00006573427,0.0006226286,0.000009463044,0.000004488779,0.9918031,0.0007315427,0.0001259111,0.000004158726,0.0001954565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.459556,0.00002895536,0.5401201,0.00002122677,0.0001684734,0.00002986096,0.000001613673,0.00003399537,0.00003973128],"genre_scores_gemma":[0.9327466,0.00001129275,0.06700363,0.000006228874,0.0001814254,0.000001208029,0.000002410889,0.0000401718,0.000006951645],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4731906,"threshold_uncertainty_score":0.7609707,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1977301331","doi":"10.1115/1.1631573","title":"The Synthesis of Elliptical Gears Generated by Shaper-Cutters","year":2003,"lang":"en","type":"article","venue":"Journal of Mechanical Design","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":58,"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":"Involute; Rack; Pressure angle; Regular polygon; Envelope (radar); Involute gear; Engineering; Engineering drawing; Computer science; Geometry; Structural engineering; Mechanical engineering; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.01224395097304879,"gpt":0.1987860262212645,"spread":0.1865420752482157,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001037172,0.000100744,0.0002553018,0.00005512866,0.00004895139,0.00003600406,0.0002153637,0.00008337815,0.00005584511],"category_scores_gemma":[0.0003441354,0.0000662987,0.0001835203,0.0001772046,0.00002607101,0.00004066427,0.000008566652,0.0002317029,0.000009184351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000398424,"about_ca_system_score_gemma":0.0000240286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001449538,"about_ca_topic_score_gemma":6.850574e-7,"domain_scores_codex":[0.99887,0.0001455621,0.0004471927,0.00006702983,0.0002837131,0.0001865356],"domain_scores_gemma":[0.9991263,0.0004504359,0.00009174798,0.0001325684,0.00009378034,0.000105171],"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":[0.0000772434,0.0001407508,0.00002619772,0.00003070346,0.001002994,0.00004327608,0.00003879323,0.123339,0.8456091,0.006778616,0.01253503,0.01037837],"study_design_scores_gemma":[0.0003911972,0.0002265028,0.00003345959,0.00005684296,0.0003922289,0.00009143208,0.00007586433,0.7058591,0.2868388,0.002701478,0.003082606,0.0002504609],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1119698,0.0008689064,0.8859364,0.000289071,0.0004123042,0.00008370107,0.000004030826,0.00002674733,0.0004090031],"genre_scores_gemma":[0.9916573,0.0004084523,0.007805157,0.00002405726,0.00002939526,0.000001284002,1.668017e-7,0.00002033129,0.00005387833],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8796875,"threshold_uncertainty_score":0.2703582,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2228956612","doi":"10.1139/tcsme-2011-0023","title":"PITTING DAMAGE LEVELS ESTIMATION FOR PLANETARY GEAR SETS BASED ON MODEL SIMULATION AND GREY RELATIONAL ANALYSIS","year":2011,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Weighting; Grey relational analysis; Statistic; Fault (geology); Computer science; Set (abstract data type); Compensation (psychology); Feature (linguistics); Data mining; Selection (genetic algorithm); Engineering; Algorithm; Artificial intelligence; Statistics; Mathematics; Geology","retraction":null,"screen_n_in":null,"score":{"opus":0.02906136639338846,"gpt":0.2152890002566635,"spread":0.186227633863275,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000177182,0.0001058836,0.0001476301,0.0001217103,0.000160175,0.00001287012,0.00008034434,0.0001118857,0.0000116778],"category_scores_gemma":[0.00002345785,0.0001054659,0.0003887816,0.0002537123,0.00001087053,0.00006998365,0.000001715428,0.0001198386,1.830708e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001171771,"about_ca_system_score_gemma":0.00003748916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007372769,"about_ca_topic_score_gemma":0.003085989,"domain_scores_codex":[0.9994312,0.00000363495,0.0001801387,0.0001223704,0.00009696843,0.0001656972],"domain_scores_gemma":[0.9995672,0.0001203362,0.00002642585,0.0001486384,0.00004394093,0.0000934756],"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":[0.000003009109,0.000004678457,0.00001641455,0.00005570352,0.0002960981,2.805474e-8,0.0001041531,0.998351,0.0001580663,0.0006434179,0.000002759263,0.0003646967],"study_design_scores_gemma":[0.0001780993,0.00001570151,0.0009471205,0.00001547776,0.0005851142,1.385059e-7,0.00001077905,0.9976389,0.0001943348,0.000299291,0.000007245748,0.0001078379],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02909484,0.000006251875,0.9702373,0.00004105404,0.00005068032,0.0001959255,0.0003129366,0.00004542082,0.00001566246],"genre_scores_gemma":[0.8763974,6.428982e-7,0.1234796,0.00002086805,0.000006392019,0.00001823139,0.00004483411,0.00002034214,0.00001170116],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8473026,"threshold_uncertainty_score":0.4300773,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2781067819","doi":"10.1007/s11071-017-4003-2","title":"A new dynamic model of a cylindrical gear pair with localized spalling defects","year":2017,"lang":"en","type":"article","venue":"Nonlinear Dynamics","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Laurentian University; Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Spall; Vibration; Structural engineering; Stiffness; Displacement (psychology); Acceleration; Nonlinear system; Eccentricity (behavior); Mechanics; Engineering; Acoustics; Physics; Classical mechanics","retraction":null,"screen_n_in":null,"score":{"opus":0.01068070379224937,"gpt":0.2256736901739123,"spread":0.2149929863816629,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000131189,0.0002566188,0.0004304119,0.0001301542,0.000141996,0.00009928863,0.0004769546,0.0001709381,0.00001238755],"category_scores_gemma":[0.00003846524,0.0002318604,0.0001809867,0.0001283255,0.00007872867,0.0001163162,0.00009534899,0.0003216795,0.00001772424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001238708,"about_ca_system_score_gemma":0.00009553236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001664551,"about_ca_topic_score_gemma":0.001821503,"domain_scores_codex":[0.9987656,0.000008196648,0.0002992133,0.0002708091,0.0003003646,0.000355755],"domain_scores_gemma":[0.9987758,0.0000293749,0.0001208889,0.0008194125,0.00008414097,0.0001703804],"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":[0.00003238129,0.00003745704,0.008648756,0.00008524892,0.0001509743,0.00001229469,0.00005914255,0.986583,0.0003824242,0.0004397739,0.000009287683,0.003559244],"study_design_scores_gemma":[0.000662852,0.0000507739,0.001022044,0.00006848297,0.0001395527,0.000004975693,0.000019683,0.9973083,0.00006884662,0.0003396812,0.000039332,0.0002754669],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5413076,0.00003656199,0.4574419,0.00004890395,0.00006185479,0.0000897865,0.00003112964,0.000130153,0.0008520943],"genre_scores_gemma":[0.8645841,0.00005223756,0.1347047,0.000008277778,0.00004164202,0.000002950874,0.00005013788,0.00007704951,0.0004788376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3232765,"threshold_uncertainty_score":0.9454994,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2594244167","doi":"10.1109/tim.2017.2664599","title":"Early Fault Diagnosis of Rotating Machinery by Combining Differential Rational Spline-Based LMD and K–L Divergence","year":2017,"lang":"en","type":"article","venue":"IEEE Transactions on Instrumentation and Measurement","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":55,"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":"National Natural Science Foundation of China","keywords":"Spline (mechanical); Vibration; Divergence (linguistics); Algorithm; Spline interpolation; Fault (geology); Mathematics; Envelope (radar); Control theory (sociology); Differential (mechanical device); Computer science; Artificial intelligence; Engineering; Acoustics; Statistics; Physics; Structural engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.02208998576105865,"gpt":0.2344394595457496,"spread":0.2123494737846909,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001014396,0.0001049775,0.0001174455,0.0000742642,0.0003067446,0.00008522096,0.00005638222,0.00003272446,0.0000406371],"category_scores_gemma":[0.000004363382,0.0001065089,0.00004253516,0.00003237729,0.00004322179,0.0001115952,0.000001263042,0.00008730577,0.00000109859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003184274,"about_ca_system_score_gemma":0.000009585559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001847626,"about_ca_topic_score_gemma":0.00009808437,"domain_scores_codex":[0.9992898,0.00001540514,0.0001905441,0.0001292228,0.0002837497,0.0000912926],"domain_scores_gemma":[0.9996996,0.00001651563,0.00006634577,0.0001091719,0.00005372448,0.00005462853],"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":[0.0001657618,0.0006540469,0.1847042,0.0004744845,0.0009684789,0.000002198534,0.001545449,0.2573388,0.1967405,0.000187488,0.0001444257,0.3570742],"study_design_scores_gemma":[0.002565165,0.0001849708,0.14787,0.0001742954,0.0002501988,0.000001018997,0.000129639,0.7345049,0.1139137,0.00004537067,0.00002621384,0.0003346566],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8006968,0.00001838672,0.19883,0.00005703116,0.0001948154,0.0000881384,0.00003816517,0.00002225213,0.00005437184],"genre_scores_gemma":[0.9991366,0.00008022791,0.0006944136,0.00001231694,0.000007689759,0.0000373552,0.000007828868,0.000009962288,0.00001357342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4771661,"threshold_uncertainty_score":0.4343309,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2592304263","doi":"10.1108/ilt-12-2015-0204","title":"Investigation of the precision loss for ball screw raceway based on the modified Archard theory","year":2017,"lang":"en","type":"article","venue":"Industrial Lubrication and Tribology","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":55,"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":"National Science and Technology Major Project","keywords":"Raceway; Ball (mathematics); Ball screw; Rotational speed; Mechanics; Materials science; Mechanical engineering; Structural engineering; Engineering; Mathematics; Geometry; Physics; Finite element method","retraction":null,"screen_n_in":null,"score":{"opus":0.06396867379990655,"gpt":0.2532093589275608,"spread":0.1892406851276542,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006048984,0.00006868326,0.0001162457,0.00004849998,0.0002129916,0.00003231665,0.0002362349,0.0001201934,0.000009815813],"category_scores_gemma":[0.0004725491,0.00004133108,0.00006178328,0.000068979,0.0001435164,0.00002811965,0.00002839096,0.0001343997,0.000001620218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001534695,"about_ca_system_score_gemma":0.00002401024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002436633,"about_ca_topic_score_gemma":0.00001246064,"domain_scores_codex":[0.9994771,0.00009738618,0.000156801,0.0001067212,0.00007330799,0.0000886233],"domain_scores_gemma":[0.9989795,0.0004428372,0.0001159494,0.0003875833,0.00004883647,0.00002527611],"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":[0.001207444,0.000108718,0.03192093,0.00009530065,0.0004803379,0.000001001743,0.0009554974,0.130115,0.03164885,0.5965529,0.003943672,0.2029704],"study_design_scores_gemma":[0.003661689,0.000201385,0.117921,0.00009556319,0.000252743,0.000002199027,0.00007438066,0.7748635,0.01978921,0.07961062,0.003228276,0.0002993903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622327,0.00002678529,0.03144593,0.004266216,0.000371972,0.0005402796,0.0000373375,0.00002752076,0.001051265],"genre_scores_gemma":[0.9996207,0.00001015849,0.00005784941,0.00006968599,0.0000752939,0.00002901262,0.00001217254,0.0000074377,0.0001176516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6447486,"threshold_uncertainty_score":0.1685432,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319839797","doi":"10.1177/14759217221147018","title":"A cyclostationarity-based wear monitoring framework of spur gears in intelligent manufacturing systems","year":2023,"lang":"en","type":"article","venue":"Structural Health Monitoring","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":55,"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, Okanagan Campus; University of British Columbia","funders":"","keywords":"Spall; Tooth surface; Cyclostationary process; Transmission (telecommunications); Surface roughness; Automotive engineering; Vibration; Engineering; Acoustic emission; Tooth wear; Computer science; Mechanism (biology); Mechanical engineering; Structural engineering; Materials science; Acoustics","retraction":null,"screen_n_in":null,"score":{"opus":0.02154726260584211,"gpt":0.3018603841978886,"spread":0.2803131215920465,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003265705,0.000216,0.0003887145,0.0005284108,0.0001228185,0.00005232956,0.000211804,0.0001181122,0.000004292836],"category_scores_gemma":[0.0000309878,0.0002297636,0.00009460912,0.0006757106,0.00002165838,0.0001156702,0.00004653044,0.0004661383,0.00001562546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003911911,"about_ca_system_score_gemma":0.00004609939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001068535,"about_ca_topic_score_gemma":0.00001118032,"domain_scores_codex":[0.9981381,0.00004891393,0.0006063265,0.0002545283,0.0003820838,0.0005700726],"domain_scores_gemma":[0.9993234,0.0001485497,0.00009979132,0.0002487054,0.00003671643,0.000142845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000007344933,0.00000355043,0.154405,0.0008523501,0.00003346615,0.00001235299,0.0009475737,0.8370839,0.0005694792,0.00009846527,0.000001462831,0.005985141],"study_design_scores_gemma":[0.0002665466,0.0000490565,0.6134425,0.001390237,0.00001509646,0.000004204396,0.002002701,0.3705389,0.01129859,0.000557358,0.00004649574,0.000388318],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959487,0.0004490759,0.0007819051,0.00003313285,0.00222934,0.0002182835,0.00001509652,0.0002944982,0.00002998617],"genre_scores_gemma":[0.9967895,0.000286932,0.002492813,0.000001963379,0.0003329451,0.00002116986,0.00001150597,0.00004876444,0.00001447099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4665449,"threshold_uncertainty_score":0.9369485,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2324525158","doi":"10.1177/1464419313486102","title":"The effects of the shape of localized defect in ball bearings on the vibration waveform","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part K Journal of Multi-body Dynamics","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":53,"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":"Waveform; Raceway; Impulse (physics); Vibration; Ball (mathematics); Finite element method; Acoustics; Structural engineering; Ball bearing; Spall; Mechanics; Impulse response; Materials science; Engineering; Physics; Geometry; Mathematics; Mathematical analysis; Voltage; Composite material; Classical mechanics; Lubrication; Electrical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.005594149313484787,"gpt":0.190662019162867,"spread":0.1850678698493822,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009909566,0.0001925301,0.0004181881,0.0001433315,0.0000883203,0.0000251937,0.0007989443,0.0001435845,0.000004134042],"category_scores_gemma":[0.001128941,0.00009428629,0.000473959,0.0005355356,0.0001784739,0.000177073,0.0001174282,0.0005399361,7.148301e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001597853,"about_ca_system_score_gemma":0.00004590509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004765912,"about_ca_topic_score_gemma":0.0000221248,"domain_scores_codex":[0.998181,0.00002356513,0.0009119078,0.000105292,0.0005682909,0.0002099377],"domain_scores_gemma":[0.9984015,0.0002913483,0.0006259063,0.0001956042,0.0004342888,0.00005138055],"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":[0.0001895518,0.0004964864,0.002343709,0.001366231,0.001016686,8.84267e-7,0.0007223653,0.5878235,0.2714366,0.1304399,0.0001260619,0.004038061],"study_design_scores_gemma":[0.0006910294,0.0001397197,0.002614924,0.000638204,0.0001408311,0.000006280568,0.000165942,0.9464686,0.04835236,0.0006597785,0.00002560776,0.0000967014],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923013,0.0001002985,0.006112975,0.0004023375,0.0005239453,0.0004294262,0.000005229625,0.00001232183,0.0001121473],"genre_scores_gemma":[0.9991818,0.0001699528,0.0005607493,0.00001591437,0.00002741319,0.000008587757,6.912424e-7,0.0000187495,0.0000161118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3586451,"threshold_uncertainty_score":0.3844883,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2563535011","doi":"10.1088/1361-6501/aa543e","title":"A diagnostic signal selection scheme for planetary gearbox vibration monitoring under non-stationary operational conditions","year":2016,"lang":"en","type":"article","venue":"Measurement Science and Technology","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Vibration; SIGNAL (programming language); Selection (genetic algorithm); Scheme (mathematics); Acoustics; Computer science; Control theory (sociology); Environmental science; Physics; Mathematics; Artificial intelligence; Mathematical analysis","retraction":null,"screen_n_in":null,"score":{"opus":0.0157101017311548,"gpt":0.2216213930346613,"spread":0.2059112913035065,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003518124,0.00006879823,0.00006530512,0.0003201321,0.0002506301,0.00003522819,0.00008019491,0.00005099804,0.00001099769],"category_scores_gemma":[0.0001284084,0.00005592266,0.00001190861,0.0004225146,0.0001213061,0.0001525899,0.0000141648,0.00004671787,0.000006584641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000158933,"about_ca_system_score_gemma":0.00008441388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004967002,"about_ca_topic_score_gemma":0.0000279701,"domain_scores_codex":[0.9992239,0.000003191624,0.00009628855,0.0001673182,0.0003450678,0.0001641633],"domain_scores_gemma":[0.9995121,0.00003926649,0.0000162342,0.00006329785,0.0003377377,0.00003137441],"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":[0.000002054921,0.00002413102,0.02294197,0.00001277457,0.00003268058,4.453465e-7,0.00001197942,0.005215962,0.9633873,0.004182527,0.0001255641,0.004062646],"study_design_scores_gemma":[0.001186147,0.0003561561,0.2388225,0.0001618427,0.00008911666,0.00002619038,0.0002126614,0.5534775,0.1931036,0.01120909,0.0008148927,0.000540318],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7609368,0.00008227553,0.2359722,0.002217668,0.0001694818,0.000265036,0.00001415873,0.0002045201,0.0001378821],"genre_scores_gemma":[0.9973157,0.00002169759,0.002509329,0.00001224729,0.00004018537,0.00007757139,0.000005211921,0.000005833127,0.00001219096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7702836,"threshold_uncertainty_score":0.228046,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2074512445","doi":"10.1016/j.measurement.2012.05.031","title":"Diagnosis of artificially created surface damage levels of planet gear teeth using ordinal ranking","year":2012,"lang":"en","type":"article","venue":"Measurement","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Ranking (information retrieval); Ordinal optimization; Ordinal data; Feature selection; Ordinal regression; Feature (linguistics); Selection (genetic algorithm); Machine learning; Artificial intelligence; Computer science; Data mining; Pattern recognition (psychology)","retraction":null,"screen_n_in":null,"score":{"opus":0.07615207938449267,"gpt":0.2425724288296769,"spread":0.1664203494451842,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000808786,0.0001212333,0.0002603622,0.00008326564,0.00003328717,0.00001129299,0.0001000008,0.00005208707,0.0001788994],"category_scores_gemma":[0.0000294395,0.0001192301,0.00006357473,0.0001897484,0.00002145222,0.00005966974,0.00002322277,0.00008367568,0.000007580057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008927235,"about_ca_system_score_gemma":0.00001860779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004681138,"about_ca_topic_score_gemma":0.00007128216,"domain_scores_codex":[0.9988573,0.00003807354,0.0003066326,0.00009083788,0.0004611683,0.000246],"domain_scores_gemma":[0.9995559,0.0000222597,0.00006919148,0.0001920298,0.000103387,0.00005716602],"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":[0.00001091077,0.0001117141,0.1776814,0.0001799046,0.0003309342,0.000001418073,0.0003724605,0.3927143,0.4275082,0.00003905838,0.00007314487,0.0009764819],"study_design_scores_gemma":[0.0007561248,0.00007077083,0.2798457,0.0003800828,0.0007808746,0.00000350457,0.0001874025,0.3101072,0.4064569,0.00003019543,0.0007733238,0.0006077902],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958681,0.0003530281,0.002933585,0.000004706363,0.0001281194,0.00008181435,0.00003419128,0.0000370747,0.0005593305],"genre_scores_gemma":[0.9981689,0.00001253863,0.00174406,0.000002337122,0.00003325169,0.000001532483,0.000007372981,0.00002127653,0.000008717873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1021643,"threshold_uncertainty_score":0.4862062,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3197071799","doi":"10.1016/j.mechmachtheory.2021.104529","title":"Analytical investigation of profile shifts on the mesh stiffness and dynamic characteristics of spur gears","year":2021,"lang":"en","type":"article","venue":"Mechanism and Machine Theory","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"Stiffness; Spur gear; Spur; Vibration; Structural engineering; Mechanism (biology); Engineering; Acoustics","retraction":null,"screen_n_in":null,"score":{"opus":0.007076884257836112,"gpt":0.1955951530885656,"spread":0.1885182688307294,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002811919,0.0000854888,0.000177342,0.00005217224,0.00003129946,0.0000127333,0.0000514874,0.0000400495,0.00004788798],"category_scores_gemma":[0.00004471108,0.00006333757,0.00003201717,0.0001027409,0.00005265321,0.0000197831,0.0000437125,0.00009882482,0.000001117673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006104314,"about_ca_system_score_gemma":0.000009532803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006350745,"about_ca_topic_score_gemma":0.000006240429,"domain_scores_codex":[0.9995214,0.00005354243,0.0001494707,0.0001022481,0.00009230795,0.00008100992],"domain_scores_gemma":[0.9996536,0.00009414971,0.00003469922,0.0001508492,0.00003118121,0.00003547189],"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":[0.0000314387,0.00002963685,0.0004348144,0.0003077165,0.0001730897,0.000008197107,0.0005894374,0.00008564661,0.06994358,0.9136477,0.000006386041,0.01474242],"study_design_scores_gemma":[0.0003170252,0.00006104902,0.06587477,0.0001018835,0.000255567,0.000008477642,0.0002660939,0.7410456,0.01423907,0.1776206,0.000006192893,0.0002037072],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942562,0.00007950213,0.005186599,0.0000654073,0.00004497116,0.00005282249,0.00005125437,0.00001766458,0.0002455632],"genre_scores_gemma":[0.9995363,0.00009027935,0.0001812075,0.00002466508,0.000007050313,0.000002439182,0.00002981746,0.0000123093,0.000115965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7409599,"threshold_uncertainty_score":0.2582831,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2803827860","doi":"10.1007/s40997-018-0173-x","title":"A New Model for the Single Mesh Stiffness Calculation of Helical Gears Using the Slicing Principle","year":2018,"lang":"en","type":"article","venue":"Iranian Journal of Science and Technology Transactions of Mechanical Engineering","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Stiffness; Weighting; Slicing; Coupling (piping); Face (sociological concept); Structural engineering; Geometry; Mathematics; Engineering; Physics; Mechanical engineering; Acoustics","retraction":null,"screen_n_in":null,"score":{"opus":0.0171602381725706,"gpt":0.2435836982078098,"spread":0.2264234600352392,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005282984,0.00007680836,0.0001743207,0.0003148321,0.0001467655,0.00001679157,0.0003103658,0.00007415257,0.000002098335],"category_scores_gemma":[0.00008582463,0.00005135022,0.00007170684,0.0008459403,0.0002599943,0.0001290975,0.00001249097,0.0001907453,5.929602e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003806503,"about_ca_system_score_gemma":0.00006567244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006414588,"about_ca_topic_score_gemma":0.000008173961,"domain_scores_codex":[0.9992301,0.00000296247,0.0003094534,0.00008253659,0.0002157391,0.0001591324],"domain_scores_gemma":[0.9993796,0.00006253031,0.000074099,0.0001476814,0.0002886104,0.00004745445],"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":[0.000005662439,0.000007899152,0.000004309373,0.00001668233,0.00004170299,2.021527e-7,0.0001399026,0.5554196,0.4336588,0.001440845,4.925662e-7,0.009263946],"study_design_scores_gemma":[0.000172342,0.00007487948,0.00004485363,0.00005067029,0.0001021276,0.00004076797,0.0001072808,0.9566234,0.04241753,0.0003042956,0.00001210803,0.00004973806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3491042,0.00005795627,0.6505593,0.0001338119,0.00008194723,0.00004652516,0.000001121753,0.00001390285,0.00000123976],"genre_scores_gemma":[0.9715769,0.00001815093,0.0283635,0.00000285285,0.00002488836,9.941765e-7,3.311823e-8,0.000009236836,0.000003424154],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6224727,"threshold_uncertainty_score":0.2094001,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2789750499","doi":"10.1109/tr.2017.2781147","title":"An Integrated Prognostics Method for Failure Time Prediction of Gears Subject to the Surface Wear Failure Mode","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Reliability","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta","keywords":"Prognostics; Failure mode and effects analysis; Structural engineering; Engineering; Mode (computer interface); Tool wear; Reliability engineering; Mechanical engineering; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.007420846027828608,"gpt":0.243594035063229,"spread":0.2361731890354004,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005714825,0.0001648267,0.000220307,0.00008408762,0.0001415197,0.00003243592,0.0002027295,0.0001202346,0.00004226291],"category_scores_gemma":[0.00003020914,0.0001279031,0.0001615379,0.0004985427,0.00006113906,0.00008273838,8.562847e-7,0.0002430134,0.00002518938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008882293,"about_ca_system_score_gemma":0.00003306772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002475344,"about_ca_topic_score_gemma":0.0008586755,"domain_scores_codex":[0.998951,0.00009186366,0.0002798853,0.0002781113,0.000187312,0.0002117896],"domain_scores_gemma":[0.9988559,0.0001674611,0.00002958547,0.0005791242,0.000282567,0.00008539528],"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":[0.00004606491,0.0001075951,0.00005485373,0.00003916288,0.00008764207,8.747128e-8,0.0003933073,0.9644297,0.03197189,0.000007383539,0.0002856704,0.002576598],"study_design_scores_gemma":[0.0001477823,0.0003274409,0.0003625435,0.00001885956,0.000149618,0.000001239615,0.000119637,0.9599395,0.03786271,0.00007159642,0.0008862963,0.0001127337],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2917332,0.000001641922,0.7068541,0.0001972166,0.0001540525,0.0004209989,0.0004523832,0.000163742,0.00002265283],"genre_scores_gemma":[0.9226633,0.000002755391,0.07712389,0.00001282166,0.00003508994,0.00003888066,0.0000185416,0.00002645855,0.00007823951],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6309301,"threshold_uncertainty_score":0.5215739,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2078112872","doi":"10.1016/j.mechmachtheory.2012.08.005","title":"Vibration analysis on multi-mesh gear-trains under combined deterministic and random excitations","year":2012,"lang":"en","type":"article","venue":"Mechanism and Machine Theory","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Vibration; Train; Polygon mesh; Nonlinear system; Statistic; Structural engineering; Random vibration; Control theory (sociology); Linearization; Numerical integration; Computer science; Engineering; Mathematics; Mathematical analysis; Acoustics; Geometry; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.01080620761953426,"gpt":0.2229920010247949,"spread":0.2121857934052607,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003660214,0.0001344978,0.0002071693,0.0002223113,0.000119963,0.00004368994,0.00004368455,0.00005258104,0.00005604747],"category_scores_gemma":[0.00002314606,0.0001183546,0.00007020283,0.0001770041,0.00002481743,0.00007785586,0.00002176062,0.0000941989,0.000008539659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001165386,"about_ca_system_score_gemma":0.000002740732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001244198,"about_ca_topic_score_gemma":0.00004743352,"domain_scores_codex":[0.9994206,0.00006608502,0.0001372512,0.0001260906,0.00007851446,0.0001714932],"domain_scores_gemma":[0.9995923,0.0001298132,0.00002343981,0.000143628,0.00001227588,0.00009853167],"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":[0.0001090404,0.0001915376,0.0006472905,0.00008422974,0.001572851,0.00000396779,0.002550715,0.01364025,0.01285759,0.9622884,0.00001121115,0.006042911],"study_design_scores_gemma":[0.001405618,0.00006278844,0.01557468,0.000007952257,0.001172995,0.00000357314,0.0002858402,0.9418076,0.0002851022,0.03912971,0.000008301141,0.0002558689],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3633424,0.0001181846,0.6358062,0.00002236999,0.00008698302,0.00009018756,0.00002412013,0.00009309206,0.0004164306],"genre_scores_gemma":[0.9983801,0.00006952985,0.001115733,0.00008346079,0.00002390421,0.00001099502,0.00005282023,0.00001966798,0.0002438029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9281673,"threshold_uncertainty_score":0.482636,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4315780025","doi":"10.1177/14759217221142622","title":"A novel vibration indicator to monitor gear natural fatigue pitting propagation","year":2023,"lang":"en","type":"article","venue":"Structural Health Monitoring","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":40,"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, Okanagan Campus; University of British Columbia","funders":"","keywords":"Cyclostationary process; Vibration; Transmission (telecommunications); Structural engineering; Vibration fatigue; Automotive engineering; Engineering; Reliability engineering; Fatigue testing; Acoustics; Telecommunications","retraction":null,"screen_n_in":null,"score":{"opus":0.02117364301379498,"gpt":0.2979290264051873,"spread":0.2767553833913923,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002039197,0.000185937,0.0002119784,0.0003407873,0.0003059852,0.0001028219,0.0001619858,0.00006725542,0.000003918564],"category_scores_gemma":[0.00004011096,0.0001825204,0.00006239946,0.0008381967,0.00001050861,0.0002364134,0.00005401266,0.0002834245,0.00005575539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002855188,"about_ca_system_score_gemma":0.0000280303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000211212,"about_ca_topic_score_gemma":0.00001273603,"domain_scores_codex":[0.998539,0.00001936145,0.0003563941,0.0002603566,0.0003186758,0.0005062139],"domain_scores_gemma":[0.9994505,0.00003230357,0.00006824849,0.0002050297,0.00004580151,0.0001981018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00003043482,0.00001239616,0.08847575,0.001106999,0.0002064732,0.00001017069,0.006979784,0.4173208,0.1960001,0.0003537411,0.0002022028,0.2893011],"study_design_scores_gemma":[0.0002008018,0.00004337146,0.634917,0.0001174956,0.00001088467,0.000004394577,0.0003695393,0.3579139,0.006038957,0.00004037944,0.0000520939,0.0002912066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938919,0.00007480299,0.002425556,0.0002276384,0.002310672,0.0002933522,0.00001152648,0.0007437557,0.00002077213],"genre_scores_gemma":[0.993495,0.00002239006,0.005445818,0.00001986157,0.0008548601,0.00003105739,0.00004409148,0.00004610122,0.00004074586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5464413,"threshold_uncertainty_score":0.7442966,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2047124445","doi":"10.1115/1.1992509","title":"Express Model for Load Sharing and Stress Analysis in Helical Gears","year":2004,"lang":"en","type":"article","venue":"Journal of Mechanical Design","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; École de Technologie Supérieure","funders":"","keywords":"Finite element method; Fillet (mechanics); Structural engineering; Contact analysis; Stiffness; Engineering; Contact mechanics; Mechanical engineering; Discretization; Computer science; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.02614166240048726,"gpt":0.2434155372717905,"spread":0.2172738748713033,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005981479,0.0001044254,0.000355636,0.0002571641,0.00002277419,0.00004912221,0.0001743229,0.00009270445,0.000004043899],"category_scores_gemma":[0.0000663613,0.00009288867,0.0002042191,0.000284639,0.000008506429,0.00009702714,0.00002973877,0.0002111757,6.550651e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001215108,"about_ca_system_score_gemma":0.00002713034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001045867,"about_ca_topic_score_gemma":0.00004412719,"domain_scores_codex":[0.9990638,0.00001388057,0.0003877305,0.0001242178,0.0002215431,0.0001887808],"domain_scores_gemma":[0.999575,0.00005831479,0.00006046769,0.0001136885,0.00007605696,0.0001164432],"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":[0.0000348606,0.00003700492,0.0001189705,0.00001990673,0.0002625274,0.00001357898,0.00007975195,0.9920104,0.006424289,0.0005795776,0.000005717617,0.000413455],"study_design_scores_gemma":[0.0006366412,0.00005380005,0.0001814128,0.00004098888,0.000326651,0.000006850242,0.00002115966,0.9881726,0.001241816,0.00921523,0.000002303907,0.0001005815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.219401,0.000115918,0.7803419,0.00003990382,0.00002780264,0.00004999628,0.00000430491,0.00001062959,0.00000860227],"genre_scores_gemma":[0.9564178,0.0001198515,0.04338422,0.00001298374,0.0000314705,0.00000323674,8.268542e-7,0.00001520123,0.00001443372],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7370168,"threshold_uncertainty_score":0.378789,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}