{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":169,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":169,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"7c01385c57ef","filters":{"topic":"Advanced Machining and Optimization Techniques"}},"results":[{"id":"W2588316698","doi":"10.3390/mi8020053","title":"Micro-Hole Drilling on Glass Substrates—A Review","year":2017,"lang":"en","type":"article","venue":"Micromachines","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":124,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Laurentian University; Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Surface micromachining; Machining; Machinability; Microelectromechanical systems; Materials science; Mechanical engineering; Fabrication; Nanotechnology; Engineering","authors":[{"name":"Lucas A. Hof","is_ca":true},{"name":"Jana D. Abou Ziki","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01243096426070655,"gpt":0.2731689943178088,"spread":0.2607380300571023,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004256151,0.0009396359,0.0009610632,0.002364811,0.000321155,0.000873798,0.0008665588,0.0009001348,0.002441894],"category_scores_gemma":[0.0004385278,0.0004745783,0.0004745493,0.002447821,0.0004235836,0.00186557,0.0005369951,0.0008069205,0.001722146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003193162,"about_ca_system_score_gemma":0.0006829532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009011565,"about_ca_topic_score_gemma":0.001120031,"domain_scores_codex":[0.9997759,0.0000210233,0.00003068185,0.00005924006,0.00009298357,0.00002022547],"domain_scores_gemma":[0.9997568,0.0001122775,0.0000443424,0.000009962782,0.0000572972,0.00001933224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004551401,0.0001340477,0.0003115555,0.02012605,0.00006205889,0.0003313597,0.00009075711,0.001048938,0.01032253,0.003761579,0.01343688,0.9503286],"study_design_scores_gemma":[0.00001078478,0.0002655576,0.001354235,0.002793587,0.00009164123,0.002392493,0.0001096559,0.0006447972,0.006467492,0.001394427,0.98443,0.00004542718],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005245995,0.9969217,0.0009283136,0.00007607824,0.0001870965,0.00001357256,0.00002186972,0.0000159726,0.001310747],"genre_scores_gemma":[0.002054467,0.9953361,0.001472331,0.0001030923,0.0001773339,0.00001719297,0.00004508067,0.000004376534,0.0007899723],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002441894,"threshold_uncertainty_score":0.008168936,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3143017359","doi":"10.14447/jnmes.v24i1.a06","title":"Synthesis and Optimization of AA 7175 – Zirconium Carbide (ZrC) Composites Machining Parameters","year":2021,"lang":"en","type":"article","venue":"Journal of New Materials for Electrochemical Systems","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":123,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Materials science; Machining; Surface roughness; Composite material; Carbide; Microstructure; Alloy; Aluminium; Boron carbide; Zirconium; Metallurgy","authors":[{"name":"T. Sathish","is_ca":false},{"name":"N. Sabarirajan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009349804287670566,"gpt":0.2302759121936402,"spread":0.2209261079059696,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003115123,0.000460672,0.0003246175,0.000640661,0.0002227232,0.0003569587,0.0002313888,0.0002627589,0.0008548691],"category_scores_gemma":[0.0002400942,0.0001660323,0.0002880622,0.0004125175,0.0001211504,0.0001925933,0.000114896,0.0002885718,0.0003180908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003176354,"about_ca_system_score_gemma":0.0004019973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001094266,"about_ca_topic_score_gemma":0.004858503,"domain_scores_codex":[0.999755,0.00001759308,0.00001795222,0.00004866504,0.0001255498,0.0000352981],"domain_scores_gemma":[0.9999044,0.00001206008,0.0000338385,0.000007606039,0.00003376571,0.000008360788],"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":[0.00004899953,0.00004080522,0.0002037817,0.0001656661,0.00000620573,0.0000280239,0.00001853192,0.001411065,0.9921739,0.0001670887,0.00006356509,0.005672494],"study_design_scores_gemma":[0.000009299039,0.000328078,0.001764041,0.000007774634,0.00002798005,0.00004068438,0.00002705423,0.002439043,0.9920841,0.00004136224,0.003219848,0.0000106861],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663839,0.002351425,0.02322163,0.00006352075,0.0000605074,0.0001833119,0.000491668,0.000258233,0.006985758],"genre_scores_gemma":[0.9508244,0.001038301,0.04551825,0.0000165326,0.000008593417,0.0001284371,0.000317841,0.00006067472,0.002086982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001094266,"threshold_uncertainty_score":0.002859831,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2093752567","doi":"10.1016/j.jmsy.2012.09.002","title":"Fuzzy approach to select machining parameters in electrical discharge machining (EDM) and ultrasonic-assisted EDM processes","year":2012,"lang":"en","type":"article","venue":"Journal of Manufacturing Systems","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":105,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Electrical discharge machining; Machining; Surface roughness; Mechanical engineering; Fuzzy logic; Ultrasonic sensor; Engineering; Materials science; Computer science; Acoustics; Composite material; Artificial intelligence; Physics","authors":[{"name":"Mohammadreza Shabgard","is_ca":false},{"name":"Mohammad Ali Badamchizadeh","is_ca":false},{"name":"G. Ranjbary","is_ca":false},{"name":"Keivan Amini","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01378585522508007,"gpt":0.2355224830187623,"spread":0.2217366277936822,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007470089,0.0004563203,0.000614085,0.0007274976,0.0004797514,0.0008258955,0.0007869634,0.0007551702,0.0007789299],"category_scores_gemma":[0.001449067,0.0003354077,0.0005602933,0.000515459,0.0003403215,0.0005012096,0.0002652222,0.0004267722,0.00009993403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007622521,"about_ca_system_score_gemma":0.0006260778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003656207,"about_ca_topic_score_gemma":0.004659792,"domain_scores_codex":[0.9996525,0.0000737819,0.00003001984,0.00005173176,0.0001620015,0.00003003276],"domain_scores_gemma":[0.9994695,0.0002611548,0.00004618897,0.00001475477,0.0001915429,0.00001685251],"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":[0.0005498056,0.0002349371,0.002226943,0.0004665492,0.0001506617,0.0002659375,0.0002431097,0.7298114,0.0398584,0.01582032,0.0008852273,0.2094867],"study_design_scores_gemma":[0.00002262886,0.0001036372,0.000732135,0.00002080856,0.00004234208,0.00004236939,0.00004104495,0.9899966,0.005432426,0.002969768,0.0005794491,0.00001689213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09152259,0.0006482567,0.9025258,0.0001188653,0.00005069348,0.00007289044,0.00004577373,0.00008493739,0.004930241],"genre_scores_gemma":[0.848921,0.000299859,0.1488459,0.00004638395,0.00002533884,0.00009743411,0.00004044295,0.00001108777,0.001712505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003656207,"threshold_uncertainty_score":0.007269859,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2090461226","doi":"10.1088/0960-1317/16/11/n03","title":"Improving the material removal rate in spark-assisted chemical engraving (SACE) gravity-feed micro-hole drilling by tool vibration","year":2006,"lang":"en","type":"article","venue":"Journal of Micromechanics and Microengineering","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":86,"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":"Engraving; Drilling; Machining; SPARK (programming language); Flexibility (engineering); Mechanical engineering; Vibration; Materials science; Engineering; Computer science; Acoustics","authors":[{"name":"Rolf Wüthrich","is_ca":true},{"name":"B Despont","is_ca":false},{"name":"Pascal Maillard","is_ca":false},{"name":"Hannes Bleuler","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002549184652887479,"gpt":0.1725499874432874,"spread":0.1700008027903999,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003823447,0.0002537448,0.0005339434,0.000314056,0.0001722702,0.0002923551,0.0003824405,0.0004024764,0.0002773736],"category_scores_gemma":[0.0006859279,0.0002418553,0.0002392084,0.0002612479,0.0003654032,0.0003661889,0.0003340378,0.000346474,0.0001803015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002065428,"about_ca_system_score_gemma":0.0001932789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008070989,"about_ca_topic_score_gemma":0.001147406,"domain_scores_codex":[0.9996009,0.00002814906,0.00002035264,0.000065944,0.0002168082,0.00006788231],"domain_scores_gemma":[0.9995763,0.0001694418,0.00009236389,0.00004976494,0.00008691891,0.00002526623],"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":[0.0001008166,0.00001717076,0.0002654378,0.00005300707,0.000003828206,0.0000336873,0.00003946724,0.001036235,0.9898334,0.00007861426,0.00004764314,0.008490855],"study_design_scores_gemma":[0.000009124046,0.00020831,0.001544988,0.000001967323,0.000007220104,0.00008257,0.00001422571,0.007420009,0.9901979,0.00003294302,0.000471923,0.000008856799],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819578,0.0009529425,0.01628842,0.0000280282,0.00001823879,0.00001347247,0.00002489471,0.0001820835,0.0005341291],"genre_scores_gemma":[0.990351,0.0002083169,0.008814476,0.000007423793,0.000003697176,0.000006572363,0.00003142672,0.00002163268,0.0005554649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008070989,"threshold_uncertainty_score":0.002022088,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385544214","doi":"10.3390/info14080439","title":"Machinability of Titanium Grade 5 Alloy for Wire Electrical Discharge Machining Using a Hybrid Learning Algorithm","year":2023,"lang":"en","type":"article","venue":"Information","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":79,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Electrical discharge machining; Machinability; Taguchi methods; Machining; Automotive industry; Computer science; Enhanced Data Rates for GSM Evolution; Materials science; Titanium alloy; Surface roughness; Mechanical engineering; Orthogonal array; Algorithm; Alloy; Machine learning; Engineering; Metallurgy; Composite material; Artificial intelligence","authors":[{"name":"N. Manikandan","is_ca":false},{"name":"Thejasree Pasupuleti","is_ca":false},{"name":"Jayant Giri","is_ca":false},{"name":"Neeraj Sunheriya","is_ca":false},{"name":"Lakshmi Narasimhamu Katta","is_ca":false},{"name":"Rajkumar Chadge","is_ca":false},{"name":"Chetan Mahatme","is_ca":false},{"name":"Pallavi Giri","is_ca":false},{"name":"Saurav Mallik","is_ca":false},{"name":"Kanad Ray","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01076928137431881,"gpt":0.2590450308336609,"spread":0.2482757494593421,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004070557,0.0003402783,0.0003462838,0.0003464524,0.0001856127,0.0004447167,0.0004261021,0.0005493955,0.0007798475],"category_scores_gemma":[0.0008446633,0.0001959708,0.000488992,0.0001566101,0.0001658018,0.0001670809,0.0001844315,0.0002090048,0.00008701556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003396471,"about_ca_system_score_gemma":0.0003251257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003803388,"about_ca_topic_score_gemma":0.003683902,"domain_scores_codex":[0.9998908,0.0000160553,0.00001112579,0.00002330057,0.00004284213,0.00001594152],"domain_scores_gemma":[0.9997293,0.0001404991,0.00004214461,0.00001124974,0.00006787452,0.000008837006],"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":[0.0001593214,0.0001107643,0.002763293,0.0002133894,0.00004377875,0.0001462439,0.0001257699,0.8512307,0.0370541,0.0005739372,0.0002503429,0.1073283],"study_design_scores_gemma":[0.000004771925,0.0001453741,0.0006685677,0.000004537432,0.00001145127,0.00001606875,0.00001434161,0.994485,0.004432592,0.00006923726,0.0001432494,0.000004806004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6355319,0.0003824036,0.3563675,0.0001365566,0.00003655222,0.0001207709,0.00003200156,0.0003773578,0.007015029],"genre_scores_gemma":[0.9700263,0.00007125788,0.02847262,0.00001831445,0.000003378818,0.00004521213,0.0000332673,0.000007632211,0.001321999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003803388,"threshold_uncertainty_score":0.007562518,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2065566414","doi":"10.1007/s00170-011-3731-6","title":"Tool wear and tool thermal expansion during micro-machining by spark assisted chemical engraving","year":2011,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":77,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Engraving; Machining; Tool wear; SPARK (programming language); Electrical discharge machining; Mechanical engineering; Electrode; Materials science; Tungsten; Thermal; Thermal expansion; Drilling; Metallurgy; Engineering; Computer science","authors":[{"name":"Jana D. Abou Ziki","is_ca":true},{"name":"Rolf Wüthrich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006053906411022911,"gpt":0.2116684571338042,"spread":0.2056145507227813,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001919282,0.0001917439,0.0004144038,0.0002114389,0.0002187959,0.0002501088,0.0003237351,0.0002747987,0.0007385697],"category_scores_gemma":[0.000537111,0.0002131526,0.0002293475,0.000219815,0.0004652379,0.0003735746,0.0002080757,0.0003021213,0.00007396747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002350704,"about_ca_system_score_gemma":0.0001738411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009522058,"about_ca_topic_score_gemma":0.002129219,"domain_scores_codex":[0.9998399,0.00001358605,0.000006060412,0.00002459554,0.00008602274,0.00002972781],"domain_scores_gemma":[0.999564,0.0002422413,0.00005947718,0.00005163205,0.00006189232,0.00002081215],"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":[0.001395687,0.00008635256,0.003529833,0.0001087616,0.00002726205,0.0002902588,0.0005136005,0.006416288,0.9723642,0.0001991489,0.0002053154,0.01486317],"study_design_scores_gemma":[0.00005145543,0.0006049639,0.05890942,0.000006825535,0.00003251058,0.0004461455,0.0002649296,0.05199712,0.8865387,0.0001812741,0.0009232971,0.0000433251],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978618,0.0001371563,0.001582977,0.00001107153,0.000008301183,0.000004852013,0.00002021402,0.00003174979,0.0003418924],"genre_scores_gemma":[0.9992954,0.0000228113,0.0003484182,0.000002141823,0.000002372585,0.000001861079,0.00001472612,0.000006565258,0.000305779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009522058,"threshold_uncertainty_score":0.002470732,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2624737573","doi":"10.1016/j.wear.2016.12.054","title":"Indentation and erosion behavior of electroless Ni-P coating on pipeline steel","year":2017,"lang":"en","type":"article","venue":"Wear","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"Qatar National Research Fund; Qatar Foundation","keywords":"Materials science; Coating; Indentation; Metallurgy; Composite material; Erosion; Amorphous solid; Corrosion","authors":[{"name":"Chuhong Wang","is_ca":true},{"name":"Zoheir Farhat","is_ca":true},{"name":"George Jarjoura","is_ca":true},{"name":"Mohammad K. Hassan","is_ca":false},{"name":"Aboubakr M. Abdullah","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01144775596591158,"gpt":0.2736297370308589,"spread":0.2621819810649473,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001463671,0.000202083,0.0002580015,0.0001940158,0.000253273,0.0001754982,0.0004864033,0.0004489573,0.001479858],"category_scores_gemma":[0.0005582569,0.0001645158,0.0001875646,0.0001785079,0.0002510783,0.0003329018,0.0001392517,0.0002405959,0.0001632718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002608772,"about_ca_system_score_gemma":0.00009618034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00167822,"about_ca_topic_score_gemma":0.002306612,"domain_scores_codex":[0.9998209,0.00001086738,0.000008353699,0.00003868676,0.00009156889,0.00002968189],"domain_scores_gemma":[0.9997033,0.00008267147,0.00004228732,0.00004525602,0.0001105387,0.0000158483],"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":[0.0005087116,0.00003989082,0.001696758,0.000125483,0.00001506578,0.0003350491,0.0001703774,0.004300342,0.9837642,0.0001285272,0.0002977719,0.008617929],"study_design_scores_gemma":[0.00002416541,0.0009291177,0.06492717,0.00001888448,0.00002498135,0.0003365314,0.0002651038,0.06049652,0.8706369,0.0001151077,0.002186654,0.00003869009],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973493,0.0001786879,0.001310043,0.00002916402,0.00002021964,0.000005006354,0.00008816906,0.00004860005,0.0009708772],"genre_scores_gemma":[0.9979691,0.0000472985,0.0005538129,0.000007258304,0.000003174353,0.000002299694,0.00004492102,0.000005309565,0.001366668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00167822,"threshold_uncertainty_score":0.004950643,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2073842079","doi":"10.1016/j.ijmachtools.2013.06.008","title":"Forces exerted on the tool-electrode during constant-feed glass micro-drilling by spark assisted chemical engraving","year":2013,"lang":"en","type":"article","venue":"International Journal of Machine Tools and Manufacture","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":67,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Machining; Voltage; Engraving; Electrode; SIGNAL (programming language); Work (physics); Drilling; SPARK (programming language); Limiting current; Current (fluid); RADIUS; Mechanical engineering; Materials science; Constant (computer programming); Mechanics; Composite material; Engineering; Electrical engineering; Chemistry; Computer science; Physics","authors":[{"name":"Jana D. Abou Ziki","is_ca":true},{"name":"Rolf Wüthrich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005190047788963221,"gpt":0.210821783045563,"spread":0.2056317352565997,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002213965,0.0002524511,0.0004180944,0.0001919279,0.0002941531,0.0003187939,0.0003771414,0.0003162822,0.001449182],"category_scores_gemma":[0.0006215735,0.0002051179,0.0001761821,0.0001720532,0.0005638666,0.0003248286,0.0004048277,0.0002826996,0.0001382149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001866836,"about_ca_system_score_gemma":0.0003372376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001029837,"about_ca_topic_score_gemma":0.001713105,"domain_scores_codex":[0.9998292,0.00001553511,0.000008809044,0.0000194115,0.00007504258,0.00005189449],"domain_scores_gemma":[0.999725,0.0001590393,0.00003188032,0.00002406186,0.00003201743,0.00002785115],"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":[0.0009573964,0.00002278582,0.0005191293,0.0001054594,0.000009236169,0.0002875234,0.000380966,0.001810345,0.9827001,0.0002947019,0.0001564407,0.01275589],"study_design_scores_gemma":[0.00007035391,0.000549226,0.01398873,0.00001551294,0.00001980997,0.0003362799,0.0004282454,0.02016227,0.9624682,0.0002598379,0.001667537,0.00003399245],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936473,0.0002275922,0.004750348,0.00005256255,0.00002948481,0.00001576153,0.00003785473,0.00008102883,0.001158083],"genre_scores_gemma":[0.9984524,0.00005894026,0.001054058,0.000005547678,0.000003699422,0.000003608804,0.00001369449,0.000008247403,0.0003997555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001449182,"threshold_uncertainty_score":0.004847944,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3016698728","doi":"10.1007/s00170-020-05112-4","title":"Toward sustainable micro-drilling of Inconel 718 superalloy using MQL-Nanofluid","year":2020,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":65,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"Kuwait Foundation for the Advancement of Sciences","keywords":"Inconel; Superalloy; Nanofluid; Materials science; Metallurgy; Industrial and production engineering; Drilling; Mechanical engineering; Engineering; Nanotechnology; Nanoparticle; Microstructure; Alloy","authors":[{"name":"Khalil Khanafer","is_ca":true},{"name":"Abdelkrem Eltaggaz","is_ca":true},{"name":"Ibrahim Deiab","is_ca":true},{"name":"Hans Agarwal","is_ca":true},{"name":"A. Abdul-latif","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01404424555892581,"gpt":0.242057401986932,"spread":0.2280131564280062,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002512428,0.0002445143,0.0002299592,0.0002152144,0.0002475338,0.0003987375,0.0003928128,0.0003517941,0.0005086414],"category_scores_gemma":[0.0001692859,0.000167817,0.0001990326,0.0001225211,0.0002807477,0.0005311195,0.0005444781,0.0002730297,0.0002702278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004059993,"about_ca_system_score_gemma":0.0006644055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001664334,"about_ca_topic_score_gemma":0.004983809,"domain_scores_codex":[0.9998564,0.000008637751,0.000007118697,0.0000212699,0.0000817896,0.0000247976],"domain_scores_gemma":[0.9999014,0.00001118676,0.00002689109,0.00001024087,0.00003915278,0.0000111161],"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":[0.00003129083,0.00001173852,0.000381342,0.00008419256,0.000004329489,0.00005951018,0.00006634385,0.001204644,0.990508,0.001020176,0.0001256327,0.00650286],"study_design_scores_gemma":[0.0000138631,0.0002636006,0.001172019,0.00001476955,0.000007257659,0.0001072115,0.0001582021,0.01376831,0.9770746,0.00042347,0.006981311,0.00001548766],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9401471,0.001869236,0.04906216,0.0003169609,0.00007600874,0.00006797965,0.0001319149,0.0003499334,0.007978722],"genre_scores_gemma":[0.9535918,0.000544032,0.0427799,0.00002912603,0.000005345067,0.00003517709,0.00009407165,0.00002254722,0.002897979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001664334,"threshold_uncertainty_score":0.003309309,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1987024894","doi":"10.1016/j.electacta.2010.01.096","title":"Building micro and nanosystems with electrochemical discharges","year":2010,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electrochemistry; Nanotechnology; Fabrication; Materials science; Aqueous solution; Chemistry; Electrode; Physical chemistry","authors":[{"name":"Rolf Wüthrich","is_ca":true},{"name":"Anis Allagui","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.001695582503376428,"gpt":0.1909299631490479,"spread":0.1892343806456715,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001966608,0.0002546947,0.000352141,0.0001927208,0.000166676,0.0004837951,0.0004780463,0.0004369023,0.001646218],"category_scores_gemma":[0.0002990362,0.0002629749,0.000208386,0.0001992228,0.0004611845,0.000992851,0.0007167253,0.0007533036,0.0005433589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002832934,"about_ca_system_score_gemma":0.000157064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008729265,"about_ca_topic_score_gemma":0.0001823343,"domain_scores_codex":[0.9998783,0.000008726129,0.000006562982,0.00002779836,0.00006096001,0.00001766653],"domain_scores_gemma":[0.9999228,0.00002612646,0.00001007774,0.00001795339,0.00001484487,0.000008154349],"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":[0.00004518373,0.00006572853,0.0002464687,0.0005016284,0.00003206479,0.0001271861,0.0001459224,0.003335546,0.8898569,0.04623048,0.001589895,0.05782303],"study_design_scores_gemma":[0.00002634542,0.0001874852,0.0004188759,0.00001827142,0.00001357166,0.0001359894,0.00003263959,0.009197658,0.9407167,0.01252475,0.0367081,0.00001955821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6749503,0.0169336,0.2626347,0.00148448,0.001403528,0.0002188687,0.0003145857,0.001491262,0.04056861],"genre_scores_gemma":[0.8686332,0.004919668,0.1135771,0.0003615723,0.0001637396,0.0002063772,0.000195445,0.0001620201,0.01178103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001646218,"threshold_uncertainty_score":0.005507171,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1969961388","doi":"10.1016/j.cirp.2008.03.135","title":"Assessment of abrasion-assisted material removal in wire EDM","year":2008,"lang":"en","type":"article","venue":"CIRP Annals","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electrical discharge machining; Abrasion (mechanical); Machining; Mechanical engineering; Surface integrity; Process (computing); Materials science; Wire speed; Focus (optics); Wire drawing; Engineering drawing; Engineering; Metallurgy; Computer science; Optics; Physics","authors":[{"name":"I. A. Menzies","is_ca":true},{"name":"Philip Koshy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0307536801486412,"gpt":0.3084315838123685,"spread":0.2776779036637273,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008432841,0.0003607248,0.0004297108,0.0007018537,0.0002989162,0.0004300493,0.0005691362,0.0005855544,0.001495759],"category_scores_gemma":[0.002285161,0.0001870638,0.0003250752,0.0003587809,0.0001762507,0.0004514832,0.0003550202,0.0002126964,0.0003047579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002346405,"about_ca_system_score_gemma":0.0002055306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006747912,"about_ca_topic_score_gemma":0.001676573,"domain_scores_codex":[0.9989962,0.0001418052,0.00004655325,0.00007565488,0.0006764955,0.00006326238],"domain_scores_gemma":[0.9984795,0.0005977424,0.0001897696,0.0001263639,0.0005678802,0.00003872623],"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":[0.002585567,0.0002736108,0.01058106,0.0004354291,0.00007027557,0.0002150067,0.0001447058,0.007656613,0.8859714,0.0001915595,0.0001528618,0.09172182],"study_design_scores_gemma":[0.00003420576,0.004697043,0.07082699,0.00002328399,0.0002154299,0.0007310587,0.0002338943,0.03223189,0.8876247,0.0001368028,0.003201057,0.00004370985],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980189,0.001368757,0.01578503,0.00001907026,0.00002168935,0.00005920341,0.0000673857,0.0001299747,0.002359919],"genre_scores_gemma":[0.9881068,0.0002816288,0.009678248,0.00001688809,0.000006599466,0.00001523596,0.00009535345,0.00002930162,0.001769913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001495759,"threshold_uncertainty_score":0.00500375,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1968058010","doi":"10.1088/0960-1317/18/6/065016","title":"Characterization and modeling of 2D-glass micro-machining by spark-assisted chemical engraving (SACE) with constant velocity","year":2008,"lang":"en","type":"article","venue":"Journal of Micromechanics and Microengineering","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Engraving; Machining; SPARK (programming language); Materials science; Electrical discharge machining; Characterization (materials science); Isotropic etching; Etching (microfabrication); Constant (computer programming); Mechanical engineering; Dry etching; Composite material; Nanotechnology; Metallurgy; Engineering; Computer science","authors":[{"name":"Tohid F. Didar","is_ca":true},{"name":"Ali Dolatabadi","is_ca":true},{"name":"Rolf Wüthrich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007383871026519924,"gpt":0.1881492718337782,"spread":0.1807654008072583,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002466729,0.0003916749,0.0004535083,0.0002646546,0.0001921102,0.0005989813,0.0006739689,0.001056483,0.0008291146],"category_scores_gemma":[0.0005362503,0.0004035364,0.0004479871,0.0002528794,0.0004173351,0.0004098932,0.0001737297,0.0002349776,0.0001818263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005315201,"about_ca_system_score_gemma":0.0008225173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006277914,"about_ca_topic_score_gemma":0.005614965,"domain_scores_codex":[0.9998152,0.00001528249,0.000007175583,0.00003635824,0.0001024685,0.00002359587],"domain_scores_gemma":[0.9997323,0.0001205723,0.00004847218,0.00003994539,0.00004683845,0.00001184994],"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":[0.000055788,0.00004303848,0.001620112,0.00009258233,0.00001477446,0.0001290056,0.0001047072,0.9104786,0.0806952,0.001178059,0.0002182812,0.005369861],"study_design_scores_gemma":[0.000004020584,0.00002034045,0.0006497852,0.00000148669,0.000002312373,0.00001591172,0.000007058707,0.9919241,0.00708421,0.00006811246,0.0002173991,0.000005215735],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7958488,0.0004430374,0.1935759,0.0001891616,0.00003203527,0.0001367156,0.0008297787,0.0009807585,0.007963829],"genre_scores_gemma":[0.9795633,0.0001862772,0.01857271,0.00001242665,0.000003102319,0.00007276428,0.0002130748,0.00003289359,0.001343418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006277914,"threshold_uncertainty_score":0.01248276,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379516150","doi":"10.1007/s00170-023-11603-x","title":"Experimental modeling techniques in electrical discharge machining (EDM): A review","year":2023,"lang":"en","type":"review","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"Ministry of Higher Education, Malaysia","keywords":"Electrical discharge machining; Machining; Adaptive neuro fuzzy inference system; Response surface methodology; Process (computing); Artificial neural network; Empirical modelling; Computer science; Mechanical engineering; Design of experiments; Engineering; Fuzzy logic; Machine learning; Fuzzy control system; Artificial intelligence; Simulation; Mathematics","authors":[{"name":"Mohammad Mainul Hasan","is_ca":false},{"name":"Tanveer Saleh","is_ca":false},{"name":"Ali Sophian","is_ca":false},{"name":"M. Rahman","is_ca":true},{"name":"Tao Huang","is_ca":false},{"name":"Mohamed Sultan Mohamed Ali","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02558093321013853,"gpt":0.3419792246824934,"spread":0.3163982914723548,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002225901,0.001960986,0.002688006,0.002899713,0.000374684,0.001933837,0.00270559,0.001752145,0.002917045],"category_scores_gemma":[0.002930408,0.0009779875,0.001503644,0.004200018,0.000912013,0.002718739,0.00102095,0.001361869,0.001500683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008329545,"about_ca_system_score_gemma":0.001539757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001696587,"about_ca_topic_score_gemma":0.001784129,"domain_scores_codex":[0.9991419,0.0001184897,0.000106797,0.0001985265,0.0003935218,0.00004066247],"domain_scores_gemma":[0.9979526,0.001218139,0.0002372003,0.0001152433,0.0004466161,0.00003020782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001652577,0.0003074729,0.0007298377,0.05019693,0.0002406726,0.000141952,0.00007222444,0.0111099,0.01104246,0.008787058,0.007089593,0.9101166],"study_design_scores_gemma":[0.0001164369,0.001141087,0.004466988,0.01546341,0.00124804,0.002043464,0.0002395801,0.0207827,0.04646605,0.01345744,0.8942318,0.0003429493],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009069792,0.9879474,0.009497982,0.0001603682,0.0001778134,0.00002824066,0.0001001735,0.00004715145,0.00113384],"genre_scores_gemma":[0.005529196,0.9867139,0.006731614,0.00009491813,0.0001579258,0.00004899339,0.0001587177,0.00002226151,0.0005423602],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002917045,"threshold_uncertainty_score":0.01177186,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1969611852","doi":"10.1088/0960-1317/19/1/015010","title":"The effect of thermal conductivity of the tool electrode in spark-assisted chemical engraving gravity-feed micro-drilling","year":2008,"lang":"en","type":"article","venue":"Journal of Micromechanics and Microengineering","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Engraving; Machining; Electrode; Thermal conductivity; Drilling; SPARK (programming language); Electrical discharge machining; Materials science; Thermal; Mechanical engineering; Conductivity; Composite material; Metallurgy; Engineering; Chemistry; Computer science","authors":[{"name":"Malek Mousa","is_ca":true},{"name":"Anis Allagui","is_ca":true},{"name":"Hoi Dick Ng","is_ca":true},{"name":"Rolf Wüthrich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003658759493919837,"gpt":0.1856353837928308,"spread":0.181976624298911,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003719316,0.0002391107,0.0003589354,0.0001246993,0.0001500224,0.0003041835,0.0002546388,0.0004423412,0.0003940118],"category_scores_gemma":[0.00118972,0.0002547459,0.0002120535,0.0001573125,0.0003824961,0.0005356511,0.0002349751,0.0003100626,0.00009758048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001458391,"about_ca_system_score_gemma":0.0001159051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001870392,"about_ca_topic_score_gemma":0.0004108848,"domain_scores_codex":[0.9997399,0.00005390199,0.00002493419,0.00004346912,0.00009878295,0.00003900186],"domain_scores_gemma":[0.9989758,0.0005837502,0.0001494464,0.00008041421,0.0001675297,0.00004313105],"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":[0.0004870325,0.00002561351,0.0003815057,0.0001265544,0.00001306284,0.000130064,0.0001019255,0.001718819,0.9899656,0.0001654707,0.00005193658,0.00683238],"study_design_scores_gemma":[0.00001390327,0.0002850993,0.001741101,0.000006846127,0.00001671826,0.0001183903,0.00005041852,0.004104147,0.9933477,0.00004927242,0.000256604,0.000009787732],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994429,0.001034637,0.003799496,0.0000547531,0.00002935033,0.00001112075,0.00002322754,0.00004606077,0.0005723055],"genre_scores_gemma":[0.9981111,0.0002401444,0.001429617,0.00001328011,0.000003570666,0.000003635938,0.00001030197,0.00000736289,0.0001809265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004423412,"threshold_uncertainty_score":0.001967013,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2806515694","doi":"10.1139/tcsme-2018-0021","title":"Sensitivity analysis and optimization of EDM process parameters","year":2018,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Electrical discharge machining; Machining; Response surface methodology; Sensitivity (control systems); Surface roughness; Particle swarm optimization; Design of experiments; Process (computing); Genetic algorithm; Multi-objective optimization; Materials science; Computer science; Mechanical engineering; Engineering; Mathematics; Mathematical optimization; Statistics; Algorithm; Electronic engineering; Composite material","authors":[{"name":"U. Ragavendran","is_ca":false},{"name":"Ranjan Kumar Ghadai","is_ca":false},{"name":"Akash Kumar Bhoi","is_ca":false},{"name":"Kanak Kalita","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006630365837727993,"gpt":0.215029112753049,"spread":0.208398746915321,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002771743,0.001383339,0.00079523,0.00120288,0.0003137795,0.001024724,0.0005203509,0.001042292,0.00110661],"category_scores_gemma":[0.005415733,0.0005811102,0.001056619,0.0008514816,0.0004261362,0.0006346239,0.0006762662,0.0007286032,0.0001237653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001022406,"about_ca_system_score_gemma":0.0005586945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002579846,"about_ca_topic_score_gemma":0.001753123,"domain_scores_codex":[0.9988821,0.0004133335,0.0000630612,0.0001880309,0.0003236097,0.000129744],"domain_scores_gemma":[0.9966808,0.002686567,0.0002507488,0.0001529945,0.0002053916,0.00002344801],"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":[0.0001273902,0.00009296209,0.001244891,0.0002124969,0.00007765051,0.00009698624,0.00003483765,0.9777379,0.01048861,0.0007080868,0.0001114264,0.00906674],"study_design_scores_gemma":[0.00001898908,0.0003405459,0.002398337,0.00002209062,0.00006819499,0.0000463731,0.00005329678,0.9744785,0.02104439,0.00082991,0.000672533,0.00002685551],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6650913,0.001722172,0.3215371,0.0003882931,0.00005934169,0.0003788685,0.0008300517,0.0003856474,0.009607268],"genre_scores_gemma":[0.9845895,0.0002226707,0.01429095,0.00001865802,0.000002664645,0.0001335135,0.0001222535,0.00002150417,0.0005982528],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002771743,"threshold_uncertainty_score":0.01465857,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2018198252","doi":"10.1016/j.cirp.2014.03.054","title":"Analysis and performance of slotted tools in electrical discharge drilling","year":2014,"lang":"en","type":"article","venue":"CIRP Annals","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Pratt & Whitney","keywords":"Flushing; Electrical discharge machining; Drilling; Mechanical engineering; Machining; Rotation (mathematics); Debris; Volumetric flow rate; Electric discharge; Materials science; Flow (mathematics); Electrode; Engineering; Mechanics; Computer science; Geology; Physics","authors":[{"name":"Ramy Nastasi","is_ca":true},{"name":"Philip Koshy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01479718314720421,"gpt":0.2587462343079642,"spread":0.24394905116076,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003187405,0.0002454827,0.0003472856,0.0002269334,0.0001871237,0.0005651871,0.0004699697,0.0004973965,0.0008207498],"category_scores_gemma":[0.001615977,0.0001643184,0.0002180894,0.0002946137,0.0004925273,0.0004351085,0.0002748307,0.0002365484,0.0001240407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003290884,"about_ca_system_score_gemma":0.0002421654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00109603,"about_ca_topic_score_gemma":0.0009479671,"domain_scores_codex":[0.9997994,0.00003779849,0.000007371378,0.00002085111,0.000103585,0.00003101283],"domain_scores_gemma":[0.9992132,0.0005109463,0.00007555514,0.00005439813,0.0001246695,0.0000211769],"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":[0.001376022,0.0000998675,0.004174985,0.0002470507,0.00005112167,0.0002403759,0.000155907,0.7719224,0.1810081,0.002361639,0.000252912,0.0381096],"study_design_scores_gemma":[0.00002368314,0.0007420988,0.004911242,0.000009328288,0.00002340448,0.00009237964,0.00008898487,0.94278,0.05030147,0.0005168804,0.0004930073,0.00001753614],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695612,0.0004990827,0.0270925,0.00003945921,0.00001750939,0.000009103888,0.00003056847,0.0001139707,0.002636705],"genre_scores_gemma":[0.9983911,0.00004008649,0.001254235,0.000001936002,9.95905e-7,0.000001425707,0.000009373036,0.000005856073,0.0002950125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00109603,"threshold_uncertainty_score":0.002745688,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3128817180","doi":"10.1115/1.4049965","title":"Development and Optimization of Ultrasonic Elliptical Vibration Cutting Device Based on Single Excitation","year":2021,"lang":"en","type":"article","venue":"Journal of Manufacturing Science and Engineering","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Science Challenge Project; National Science and Technology Planning Project","keywords":"Vibration; Diamond turning; Finite element method; French horn; Materials science; Excitation; Ultrasonic sensor; Acoustics; Tungsten; Mechanical engineering; Structural engineering; Diamond; Engineering; Metallurgy; Physics","authors":[{"name":"Sen Yin","is_ca":false},{"name":"Zhigang Dong","is_ca":false},{"name":"Yan Bao","is_ca":true},{"name":"Renke Kang","is_ca":false},{"name":"Wenhao Du","is_ca":false},{"name":"Yanan Pan","is_ca":false},{"name":"Zhuji Jin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009991649903251479,"gpt":0.216874221805056,"spread":0.2068825719018045,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000431242,0.0003383897,0.0004564314,0.0003990662,0.0001413722,0.0003861144,0.0007598494,0.0005958002,0.0007910701],"category_scores_gemma":[0.0004812922,0.0002764361,0.0002361081,0.0002605814,0.0002708154,0.0004351518,0.0004196607,0.0002653945,0.0002171817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002959137,"about_ca_system_score_gemma":0.0002957605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001905941,"about_ca_topic_score_gemma":0.0003363631,"domain_scores_codex":[0.9995553,0.00003659442,0.00002794266,0.0001212328,0.0002078483,0.00005104941],"domain_scores_gemma":[0.9995329,0.0001429778,0.0001141426,0.00005638438,0.0001186843,0.00003494438],"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":[0.00008574939,0.00004536478,0.0009062297,0.0002227256,0.00001373346,0.00007344417,0.00006335221,0.002513034,0.9632279,0.002067373,0.0003294078,0.03045162],"study_design_scores_gemma":[0.00007870184,0.0006212996,0.003234629,0.00003960912,0.00004354868,0.0005028828,0.0000676636,0.09306919,0.8958358,0.0002909105,0.006159731,0.00005604461],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5691972,0.002634995,0.4212812,0.0002189278,0.0001826841,0.000224874,0.000190427,0.0005562498,0.005513458],"genre_scores_gemma":[0.8164749,0.0003355577,0.181254,0.00006346135,0.00002436975,0.00009631421,0.00009211795,0.0000256801,0.001633484],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0007910701,"threshold_uncertainty_score":0.002646387,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2519418385","doi":"10.1007/s00521-016-2581-4","title":"Fuzzy logic-based model for predicting material removal rate and average surface roughness of machined Nimonic 80A using abrasive-mixed electro-discharge diamond surface grinding","year":2016,"lang":"en","type":"article","venue":"Neural Computing and Applications","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":35,"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":"","keywords":"Nimonic; Abrasive; Materials science; Surface roughness; Machining; Superalloy; Diamond grinding; Grinding; Fuzzy logic; Diamond; Surface finish; Metallurgy; Composite material; Mechanical engineering; Grinding wheel; Computer science; Engineering; Artificial intelligence; Microstructure","authors":[{"name":"Deepak Rajendra Unune","is_ca":false},{"name":"Mohsen Marani Barzani","is_ca":true},{"name":"Suhas S. Mohite","is_ca":false},{"name":"Harlal Singh Mali","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01577951047317986,"gpt":0.2666979030425753,"spread":0.2509183925693954,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002588765,0.0003754445,0.0004648225,0.0004374547,0.0003197863,0.0005039964,0.0005292741,0.0006556922,0.0008173998],"category_scores_gemma":[0.0004165185,0.0002069623,0.0004916476,0.000232927,0.0001640343,0.0002809402,0.0001393311,0.0003015654,0.0001680783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006248168,"about_ca_system_score_gemma":0.0005398693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02102181,"about_ca_topic_score_gemma":0.01940567,"domain_scores_codex":[0.999898,0.000008866399,0.000006620385,0.00003073419,0.00004098863,0.00001476285],"domain_scores_gemma":[0.9998664,0.00005937653,0.00001703569,0.000009436909,0.00004162128,0.000006159764],"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":[0.0002183362,0.0001346608,0.004913202,0.00007242103,0.00004522459,0.00009245775,0.00003541955,0.9343975,0.02729516,0.0003189835,0.000283901,0.03219271],"study_design_scores_gemma":[0.000002456794,0.00002366953,0.001030802,0.00000106955,0.000006121066,0.0000047203,0.000003334269,0.9973442,0.001504049,0.00004308094,0.00003336175,0.000003176712],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8473304,0.0003389537,0.1477606,0.00008901743,0.00005246387,0.00004179918,0.0002253885,0.0005059787,0.00365552],"genre_scores_gemma":[0.9946988,0.00005134303,0.004323414,0.000008188674,0.000002286935,0.00001649428,0.00006145144,0.000004635951,0.0008334531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02102181,"threshold_uncertainty_score":0.04179889,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4292554261","doi":"10.1007/s00170-022-09927-1","title":"Surface generation on titanium alloy through powder-mixed electric discharge machining with the focus on bioimplant applications","year":2022,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Materials science; Electrical discharge machining; Machining; Surface roughness; Osseointegration; Titanium alloy; Surface modification; Titanium; Biocompatibility; Substrate (aquarium); Porosity; Surface finish; Metallurgy; Composite material; Alloy; Mechanical engineering; Implant","authors":[{"name":"Muhammad Umar Farooq","is_ca":false},{"name":"Haider Ali Bhatti","is_ca":false},{"name":"Muhammad Asad","is_ca":false},{"name":"Manjeet Kumar","is_ca":false},{"name":"Sadaf Zahoor","is_ca":true},{"name":"Aqib Mashood Khan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00877515666858732,"gpt":0.2378617828953441,"spread":0.2290866262267568,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001657831,0.0002328535,0.000257402,0.0002861935,0.0001087402,0.000309621,0.0003182224,0.0002781935,0.0005494556],"category_scores_gemma":[0.0001674558,0.0001611327,0.0004866189,0.0002669817,0.0001382231,0.0001605356,0.0001461828,0.0002560626,0.0002453349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002341552,"about_ca_system_score_gemma":0.0001316205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002172466,"about_ca_topic_score_gemma":0.0005338086,"domain_scores_codex":[0.999811,0.00001422961,0.0000122425,0.00003678821,0.0001021661,0.00002360029],"domain_scores_gemma":[0.9999175,0.00001600135,0.00002432312,0.00001240078,0.00002518703,0.000004657443],"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":[0.00002966915,0.00001115935,0.0001269441,0.00008724825,0.000004666854,0.00002378202,0.00001307861,0.000225564,0.9951378,0.00005601072,0.00004028357,0.004243924],"study_design_scores_gemma":[0.000006919264,0.0003404001,0.002094031,0.00000335443,0.00001371731,0.0000891797,0.0000179019,0.002615453,0.9933121,0.00003331042,0.001468478,0.000005222924],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768935,0.002991078,0.01714236,0.00006627008,0.00005847878,0.00005066504,0.0001498264,0.000168424,0.002479434],"genre_scores_gemma":[0.9811627,0.0007386075,0.0163317,0.000034275,0.00001208651,0.00002150491,0.0001445739,0.00002409166,0.00153049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005494556,"threshold_uncertainty_score":0.001838148,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4384699660","doi":"10.1016/j.jmatprotec.2023.118098","title":"Tooling aspects of micro electrochemical machining (ECM) technology: Design, functionality, and fabrication routes","year":2023,"lang":"en","type":"article","venue":"Journal of Materials Processing Technology","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":34,"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":"Vlaamse regering; Beijing Institute of Technology; Fonds Wetenschappelijk Onderzoek; National Natural Science Foundation of China","keywords":"Surface micromachining; Microelectronics; Aerospace; Electrochemical machining; Automotive industry; Manufacturing engineering; Machining; Nanotechnology; Fabrication; Mechanical engineering; Engineering; Materials science; Aerospace engineering; Electrode","authors":[{"name":"Guodong Liu","is_ca":false},{"name":"Md Radwanul Karim","is_ca":false},{"name":"Muhammad Hazak Arshad","is_ca":false},{"name":"Krishna Kumar Saxena","is_ca":false},{"name":"Wei Liang","is_ca":false},{"name":"Hao Tong","is_ca":false},{"name":"Yong Li","is_ca":false},{"name":"Yuxin Yang","is_ca":true},{"name":"Chaojiang Li","is_ca":true},{"name":"Dominiek Reynaerts","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01238001853791873,"gpt":0.2548728981072984,"spread":0.2424928795693796,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003550326,0.0003409365,0.0002156562,0.0003306674,0.0002923651,0.0008201306,0.0008473344,0.0005674974,0.0009794935],"category_scores_gemma":[0.0007480087,0.000298314,0.0002198737,0.0004883475,0.0002895601,0.001034013,0.0002364021,0.0005864976,0.000457486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00027279,"about_ca_system_score_gemma":0.0002855661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002630787,"about_ca_topic_score_gemma":0.00059723,"domain_scores_codex":[0.999637,0.00002713926,0.00002704821,0.00005430263,0.0002218498,0.00003265261],"domain_scores_gemma":[0.9995012,0.0001604875,0.00007848968,0.00009860813,0.0001414819,0.00001975005],"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":[0.00007748493,0.00004790235,0.0009202203,0.0003739334,0.00001133405,0.0001572653,0.00007932387,0.003239337,0.9071496,0.008980381,0.0004344675,0.07852864],"study_design_scores_gemma":[0.00001040073,0.0002375252,0.001864086,0.0000142298,0.00001544648,0.000579312,0.00003496974,0.01152271,0.967452,0.001800268,0.01645355,0.00001555471],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3983396,0.01173528,0.5539861,0.0009374285,0.0003877785,0.0002518983,0.0004072547,0.0008585882,0.03309604],"genre_scores_gemma":[0.838069,0.003577729,0.1515289,0.0001044494,0.00007756823,0.00006925839,0.0001570363,0.00008808512,0.006327998],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0009794935,"threshold_uncertainty_score":0.003276706,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2163897687","doi":"10.1109/tmech.2011.2119323","title":"Radially Biased Axial Magnetic Bearings/Motors for Precision Rotary-Axial Spindles","year":2011,"lang":"en","type":"article","venue":"IEEE/ASME Transactions on Mechatronics","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Thrust; Actuator; Magnetic bearing; Stiffness; Fluid bearing; Machine tool; Bearing (navigation); Power (physics); Vibration; Mechanical engineering; Acoustics; Physics; Engineering; Magnet; Lubrication; Structural engineering; Electrical engineering","authors":[{"name":"Irfan-ur-rab Usman","is_ca":true},{"name":"Matthew Paul Paone","is_ca":true},{"name":"K. Smeds","is_ca":true},{"name":"Xiaodong Lü","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02066248687894198,"gpt":0.22677558833682,"spread":0.206113101457878,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002612267,0.0002713711,0.0001859912,0.0002046491,0.0001393315,0.0002376777,0.0002955243,0.0002105813,0.0008525894],"category_scores_gemma":[0.0006423203,0.0001335432,0.00009814282,0.0001365208,0.0001917731,0.0002941327,0.0001614074,0.0001325984,0.0004499624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001291106,"about_ca_system_score_gemma":0.0001827393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001486189,"about_ca_topic_score_gemma":0.0003450974,"domain_scores_codex":[0.9997653,0.00003658578,0.00001259871,0.00002471022,0.0001467807,0.00001393684],"domain_scores_gemma":[0.9996772,0.00005900227,0.0001130393,0.00002613261,0.0001137332,0.00001087169],"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":[0.0001554605,0.00001794078,0.001476777,0.0003908473,0.00001180719,0.0001757007,0.00009453735,0.005407386,0.8808205,0.005495158,0.001166342,0.1047875],"study_design_scores_gemma":[0.00008152748,0.001296131,0.01069336,0.0001155277,0.00005231066,0.001734798,0.0001160831,0.1065168,0.8160739,0.003033533,0.06020527,0.00008074812],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3600547,0.005541774,0.6212439,0.0003818412,0.0001999712,0.0001162398,0.0001602731,0.0010964,0.01120491],"genre_scores_gemma":[0.911017,0.0008721437,0.08533446,0.00005605368,0.00004081335,0.00004343224,0.00006834637,0.00004228387,0.002525377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0008525894,"threshold_uncertainty_score":0.002852201,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3021737052","doi":"10.1007/s00170-020-05312-y","title":"Recast layer removal of 304 stainless steel by combining micro-EDM with negative polarity micro-EDM","year":2020,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"Natural Science Foundation of Guangdong Province; National Natural Science Foundation of China","keywords":"Materials science; Machining; Electrical discharge machining; Polarity (international relations); Layer (electronics); Electrode; Voltage; Pulse (music); Polarity symbols; Composite material; Metallurgy; Electrical engineering; Breakdown voltage; Engineering; Chemistry","authors":[{"name":"Bin Xu","is_ca":false},{"name":"Sheng-gui Chen","is_ca":false},{"name":"Xiong Liang","is_ca":false},{"name":"Jianguo Lei","is_ca":false},{"name":"Hongyan Shi","is_ca":false},{"name":"Lianyu Fu","is_ca":false},{"name":"Jun Yang","is_ca":true},{"name":"Taijiang Peng","is_ca":false},{"name":"Hang Zhao","is_ca":false},{"name":"Likuan Zhu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008708248111081417,"gpt":0.2331698966883699,"spread":0.2244616485772885,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002409799,0.0005121551,0.0005717856,0.000600916,0.0003215788,0.0002946252,0.0006771626,0.0007036911,0.001406305],"category_scores_gemma":[0.0003293885,0.0004968965,0.0005784334,0.0003415556,0.0002244891,0.0004936229,0.0002560863,0.0005824926,0.0009559846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003117681,"about_ca_system_score_gemma":0.0005486484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001707931,"about_ca_topic_score_gemma":0.005560512,"domain_scores_codex":[0.9995849,0.0000167865,0.00003179102,0.00006626974,0.0002388945,0.00006137875],"domain_scores_gemma":[0.9997924,0.00002231778,0.00004198839,0.0000312619,0.00009565182,0.00001632745],"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":[0.00004487852,0.000007345659,0.00007114197,0.0000636867,0.000003762599,0.00005227442,0.00002621091,0.00007093263,0.9970487,0.00004709095,0.0001251159,0.002438754],"study_design_scores_gemma":[0.000006801452,0.00008167711,0.001562973,0.000003735884,0.00001229949,0.00008341587,0.00002136783,0.0009073457,0.9948485,0.00002457186,0.002434466,0.00001282331],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567595,0.001950755,0.03295122,0.000286393,0.0002987719,0.0000868354,0.000537072,0.001170245,0.00595924],"genre_scores_gemma":[0.9538969,0.0005620077,0.03026914,0.0001306037,0.00002949864,0.00003900217,0.0005276174,0.0001813478,0.01436382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001707931,"threshold_uncertainty_score":0.004704595,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2734812949","doi":"10.5267/j.dsl.2017.6.002","title":"A multi objective optimization of gear cutting in WEDM of Inconel 718 using TOPSIS method","year":2017,"lang":"en","type":"article","venue":"Decision Science Letters","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"TOPSIS; Inconel; Multi-objective optimization; Computer science; Broaching; Mathematical optimization; Engineering; Mechanical engineering; Manufacturing engineering; Materials science; Mathematics; Operations research; Metallurgy","authors":[{"name":"Kasinath Das Mohapatra","is_ca":false},{"name":"Sarat Kumar Sahoo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03148052360657728,"gpt":0.3604012906704267,"spread":0.3289207670638494,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007666306,0.0006643729,0.0007688049,0.0005565101,0.0002291684,0.0005430469,0.0003620785,0.0004536384,0.001288568],"category_scores_gemma":[0.0005508079,0.0003525935,0.0008821166,0.0004060504,0.0001883546,0.000233844,0.0003442811,0.0003977603,0.0001038011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003597234,"about_ca_system_score_gemma":0.0006209165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002066728,"about_ca_topic_score_gemma":0.002978668,"domain_scores_codex":[0.9996452,0.0000726039,0.00002141961,0.00005145285,0.0001702131,0.00003907997],"domain_scores_gemma":[0.999765,0.0001270506,0.00003908592,0.00000903608,0.00005011752,0.00000970503],"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":[0.0002004368,0.0002910128,0.001949264,0.0009277301,0.0000987612,0.0001993764,0.0001270995,0.7967104,0.07865941,0.001390423,0.0003689066,0.1190773],"study_design_scores_gemma":[0.00003824216,0.001040468,0.00329827,0.00002909063,0.00004664763,0.00005371476,0.00009447141,0.9695593,0.02413718,0.0003809811,0.001299455,0.0000220965],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4910597,0.0008155843,0.5010174,0.0000907772,0.00003549422,0.0002155671,0.0001311865,0.0002105047,0.006423846],"genre_scores_gemma":[0.7760993,0.0003713954,0.2196753,0.00003044809,0.000006593193,0.0002592923,0.0001573119,0.00003540961,0.003364967],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002066728,"threshold_uncertainty_score":0.004310668,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2065274883","doi":"10.1016/j.electacta.2009.02.029","title":"Electrochemical discharges—Discovery and early applications","year":2009,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electrolysis; Electrochemistry; Electrode; Materials science; Nanotechnology; Chemistry","authors":[{"name":"Rolf Wüthrich","is_ca":true},{"name":"Philippe Mandin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002751276688061692,"gpt":0.2057408996682687,"spread":0.202989622980207,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009385008,0.0006599259,0.0007009135,0.000855319,0.0004010352,0.002302594,0.0009288649,0.001599505,0.001536069],"category_scores_gemma":[0.001539914,0.0004675025,0.0004083137,0.001010221,0.001723533,0.00261367,0.0008802493,0.002681479,0.0005821025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001104815,"about_ca_system_score_gemma":0.0005957735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002871841,"about_ca_topic_score_gemma":0.0003473263,"domain_scores_codex":[0.9996823,0.0000478432,0.00001860413,0.0000987169,0.0001079344,0.00004463706],"domain_scores_gemma":[0.9995009,0.0002351342,0.00003746784,0.00004717256,0.0001353189,0.00004410254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006767025,0.0004605383,0.002738782,0.003511237,0.0001183679,0.0009929212,0.0007171446,0.003159882,0.1044877,0.2402902,0.01333428,0.6295123],"study_design_scores_gemma":[0.0001399558,0.0008693895,0.002762719,0.0006611517,0.0000777421,0.002488517,0.000624013,0.007705597,0.2323325,0.1473186,0.6048998,0.0001198698],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04863295,0.8806826,0.04065425,0.007071696,0.001297274,0.00009818326,0.000164355,0.0001205299,0.02127811],"genre_scores_gemma":[0.4504164,0.5049071,0.01988652,0.002050567,0.001602098,0.00009295308,0.0002292781,0.00003528925,0.02077982],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002302594,"threshold_uncertainty_score":0.00801605,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391692635","doi":"10.1016/j.elecom.2024.107677","title":"Electrochemical dissolution behavior of stainless steels with different metallographic phases and its effects on micro electrochemical machining performance","year":2024,"lang":"en","type":"article","venue":"Electrochemistry Communications","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":28,"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":"Natural Science Foundation of Beijing Municipality; National Natural Science Foundation of China","keywords":"Materials science; Austenite; Dielectric spectroscopy; Metallurgy; Dissolution; X-ray photoelectron spectroscopy; Auger electron spectroscopy; Corrosion; Martensite; Austenitic stainless steel; Electrochemistry; Electrolyte; Martensitic stainless steel; Phase (matter); Electrochemical machining; Microstructure; Electrode; Chemical engineering","authors":[{"name":"Guodong Liu","is_ca":false},{"name":"Zeyu Gong","is_ca":false},{"name":"Yuxin Yang","is_ca":true},{"name":"Jingyao Shi","is_ca":false},{"name":"Yuxuan Liu","is_ca":false},{"name":"Xiaolong Dou","is_ca":false},{"name":"Chaojiang Li","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006792961055799241,"gpt":0.2458474875435478,"spread":0.2390545264877486,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000276126,0.0003628357,0.0002798631,0.000229069,0.0001457434,0.0002641167,0.0003084089,0.0003572127,0.0004752772],"category_scores_gemma":[0.0005723787,0.0002396243,0.0003014202,0.0002884073,0.0001507224,0.0002792674,0.000171251,0.0003642104,0.0001330292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001857627,"about_ca_system_score_gemma":0.0001049637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007634633,"about_ca_topic_score_gemma":0.00249975,"domain_scores_codex":[0.999615,0.00004601156,0.00005434117,0.00007152201,0.0001655166,0.00004765974],"domain_scores_gemma":[0.9996817,0.00006520094,0.00007497736,0.0000247008,0.0001298735,0.00002354983],"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":[0.00005612966,0.000009054756,0.0005094731,0.00004498517,0.000006785554,0.00003165703,0.00002471865,0.00006613658,0.9974669,0.00001398555,0.00001355014,0.001756638],"study_design_scores_gemma":[0.000002671359,0.0001885021,0.003409434,0.000002397336,0.00001198632,0.00007817351,0.00005143801,0.0007296178,0.9951049,0.00001084239,0.0004054163,0.000004601646],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962264,0.000618956,0.002526395,0.00003448156,0.00001259741,0.00001337122,0.0001218313,0.0000299276,0.0004160323],"genre_scores_gemma":[0.9926049,0.0004647271,0.005925079,0.00002782691,0.000004746982,0.00001426487,0.0001769528,0.00001252262,0.0007689527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007634633,"threshold_uncertainty_score":0.001590014,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3029794424","doi":"10.1139/tcsme-2019-0294","title":"Wear behavior of B<sub>4</sub>C reinforced Al 6063 matrix composite electrodes fabricated by stir casting method","year":2020,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Brinell scale; Materials science; Scanning electron microscope; Composite number; Surface roughness; Composite material; Electrode; Metallurgy; Ultimate tensile strength","authors":[{"name":"C. Mathalai Sundaram","is_ca":false},{"name":"B. Radha Krishnan","is_ca":false},{"name":"S. Harikishore","is_ca":false},{"name":"V. Vijayan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008606587672721346,"gpt":0.2312682382857904,"spread":0.2226616506130691,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000134633,0.000170336,0.0001981778,0.0002984437,0.00009456085,0.0001547904,0.000215254,0.0002434807,0.0005641785],"category_scores_gemma":[0.0003520447,0.0001631663,0.000185351,0.0001678585,0.00009494468,0.0001396865,0.00007233879,0.0001491,0.0002093363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00012139,"about_ca_system_score_gemma":0.00006958598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007577423,"about_ca_topic_score_gemma":0.002236056,"domain_scores_codex":[0.9998652,0.000006714059,0.000006548023,0.00002061823,0.00008891236,0.00001205074],"domain_scores_gemma":[0.9997221,0.00007498475,0.00005805197,0.00002555153,0.0001012199,0.0000181751],"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":[0.0001133,0.000009569177,0.001043041,0.0000485501,0.000006802272,0.00006752997,0.00003610433,0.0004506328,0.9935679,0.0000148606,0.00003452454,0.004607235],"study_design_scores_gemma":[0.000005971671,0.0003594377,0.02113447,0.000005103386,0.00001723697,0.000137399,0.00005260434,0.005483874,0.9721129,0.00001457405,0.000667105,0.000009313312],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980781,0.0002653532,0.001244291,0.000007082236,0.000007158164,0.000003822606,0.00006561942,0.00003214752,0.0002965564],"genre_scores_gemma":[0.9971432,0.0001530307,0.001760768,0.000004691581,0.000001911731,0.00000305213,0.00008155226,0.000008311605,0.0008434354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007577423,"threshold_uncertainty_score":0.001887381,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2789562706","doi":"10.3390/jmmp2010016","title":"Prediction and Optimization of Drilling Parameters in Drilling of AISI 304 and AISI 2205 Steels with PVD Monolayer and Multilayer Coated Drills","year":2018,"lang":"en","type":"article","venue":"Journal of Manufacturing and Materials Processing","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Materials science; Taguchi methods; Machining; Metallurgy; Drilling; Work hardening; Tool wear; Tin; Austenitic stainless steel; Composite material; Corrosion; Microstructure","authors":[{"name":"Yassmin Seid Ahmed","is_ca":true},{"name":"Helmi Youssef","is_ca":false},{"name":"Hassan El-Hofy","is_ca":false},{"name":"Mahmoud Ahmed","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01007849987507647,"gpt":0.2189845622907313,"spread":0.2089060624156549,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006040524,0.0006151833,0.0005446328,0.0006755408,0.000150671,0.0005639225,0.0002693751,0.0006832721,0.0001831698],"category_scores_gemma":[0.00106715,0.0004254378,0.0004545262,0.0003875042,0.000212403,0.0003328758,0.0001636895,0.0002779779,0.0001213495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000362662,"about_ca_system_score_gemma":0.0005333534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002502556,"about_ca_topic_score_gemma":0.005069186,"domain_scores_codex":[0.9997117,0.00004530947,0.00003535128,0.00005455221,0.0001094044,0.00004362579],"domain_scores_gemma":[0.9993472,0.0002729246,0.0001962043,0.00002442111,0.0001263806,0.00003292996],"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":[0.0007710258,0.0003720853,0.02269817,0.0005861662,0.00006416026,0.0002005859,0.0001831452,0.2972806,0.6275296,0.0002307243,0.0002206734,0.049863],"study_design_scores_gemma":[0.00004916127,0.002081277,0.04152364,0.0000282972,0.0001281582,0.0001362752,0.0002264529,0.6405557,0.3142993,0.0001707488,0.0007179419,0.00008303409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791117,0.0003266261,0.02000869,0.00001495283,0.000005677694,0.00003197188,0.00007857296,0.00006899541,0.0003527764],"genre_scores_gemma":[0.9860167,0.0001602476,0.01348215,0.000005264362,0.000001075489,0.00002402275,0.00008222598,0.000009685016,0.0002186724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002502556,"threshold_uncertainty_score":0.004975975,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3186815879","doi":"10.1007/s00170-021-07664-5","title":"Study on the micro-EDM processing characteristics of Ti-6Al-4V alloy with different electrode materials","year":2021,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"Science and Technology Planning Project of Shenzhen Municipality; National Natural Science Foundation of China","keywords":"Materials science; Electrode; Alloy; Machining; Metallurgy; Electrical discharge machining; Groove (engineering); Brass; Tungsten; Copper","authors":[{"name":"Sheng-gui Chen","is_ca":false},{"name":"Man-qun Lian","is_ca":false},{"name":"Xiaoyu Wu","is_ca":false},{"name":"Jianguo Lei","is_ca":false},{"name":"Hang Zhao","is_ca":false},{"name":"Taijiang Peng","is_ca":false},{"name":"Feng Luo","is_ca":false},{"name":"Jun Yang","is_ca":true},{"name":"Bin Xu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007347864455154837,"gpt":0.2406056341387552,"spread":0.2332577696836004,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001233829,0.0002014201,0.0001914892,0.0002679016,0.0001865565,0.0002576431,0.0003275752,0.0003781159,0.00163533],"category_scores_gemma":[0.0003533891,0.0001478083,0.0002658196,0.0003040234,0.0001410237,0.0004236311,0.00007997514,0.0002097539,0.0002192469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002251538,"about_ca_system_score_gemma":0.000123877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006171621,"about_ca_topic_score_gemma":0.001392037,"domain_scores_codex":[0.9998772,0.000006050266,0.000005997608,0.0000293376,0.00006659181,0.00001481899],"domain_scores_gemma":[0.9997553,0.00007115342,0.00003308626,0.00002161833,0.0001094253,0.000009391843],"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":[0.0001989103,0.00002277451,0.0008675102,0.0001159929,0.0000133399,0.0001777797,0.00007980602,0.0005984396,0.9897972,0.0002123723,0.0001762015,0.007739603],"study_design_scores_gemma":[0.0000114341,0.0003280661,0.01462158,0.000006781936,0.00003173596,0.0002797917,0.0001270562,0.004942674,0.9769813,0.0001050555,0.002551097,0.00001347528],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895034,0.00120846,0.005465867,0.00009894786,0.00006907253,0.00001799337,0.0002364107,0.00009198202,0.003307737],"genre_scores_gemma":[0.9936053,0.0002547977,0.003153041,0.00002351455,0.00001159428,0.000009223037,0.0001339617,0.00002204618,0.002786513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00163533,"threshold_uncertainty_score":0.005470753,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2088499928","doi":"10.1007/s10856-011-4513-2","title":"An experimental study of electrochemical polishing for micro-electro-discharge-machined stainless-steel stents","year":2011,"lang":"en","type":"article","venue":"Journal of Materials Science Materials in Medicine","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Polishing; Materials science; Metallurgy; Electrochemistry; Electrical discharge machining; Composite material; Electrode; Machining; Chemistry","authors":[{"name":"Derry Lappin","is_ca":true},{"name":"Abdolreza Mohammadi","is_ca":true},{"name":"Kenichi Takahata","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02347457889568132,"gpt":0.3176828057389546,"spread":0.2942082268432732,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005995199,0.0003805261,0.0005414418,0.0003054369,0.0005072852,0.0004088279,0.0006761441,0.0007061293,0.002028405],"category_scores_gemma":[0.00109401,0.0004016185,0.0004451168,0.0002713714,0.0006349277,0.0005566378,0.0003335919,0.0003564361,0.0002630554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003078763,"about_ca_system_score_gemma":0.000333493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005789343,"about_ca_topic_score_gemma":0.0008915735,"domain_scores_codex":[0.9995103,0.00006156082,0.00004320557,0.0001193098,0.0001847659,0.00008083726],"domain_scores_gemma":[0.9991832,0.0003121782,0.0001230334,0.0001609506,0.0001730323,0.00004750042],"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":[0.0006791735,0.0002699344,0.000771009,0.0001353018,0.00001874547,0.000141641,0.0001169985,0.0006173636,0.9918201,0.0001511898,0.00007118817,0.005207307],"study_design_scores_gemma":[0.00008691367,0.003258469,0.007923397,0.000009636724,0.00006273328,0.00031822,0.0001557265,0.006425981,0.980206,0.00008615641,0.001442135,0.00002452102],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946601,0.0004674151,0.004162496,0.00002420375,0.00003553743,0.0000524684,0.00006847531,0.00002583003,0.0005034083],"genre_scores_gemma":[0.9957905,0.0002075413,0.003296908,0.0000114039,0.00001328982,0.00002101864,0.00005355712,0.000008444229,0.0005971763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002028405,"threshold_uncertainty_score":0.006785691,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4214877097","doi":"10.3390/cryst12030343","title":"The Performance Prediction of Electrical Discharge Machining of AISI D6 Tool Steel Using ANN and ANFIS Techniques: A Comparative Study","year":2022,"lang":"en","type":"article","venue":"Crystals","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Adaptive neuro fuzzy inference system; Electrical discharge machining; Machining; Surface roughness; Artificial neural network; Voltage; Mean squared error; Process (computing); Mechanical engineering; Engineering; Computer science; Materials science; Fuzzy logic; Machine learning; Mathematics; Statistics; Fuzzy control system; Artificial intelligence; Composite material; Electrical engineering","authors":[{"name":"Hamed H. Pourasl","is_ca":false},{"name":"Mousa Javidani","is_ca":true},{"name":"Vahid M. Khojastehnezhad","is_ca":false},{"name":"Reza Vatankhah Barenji","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0188753158461523,"gpt":0.2665129556164199,"spread":0.2476376397702676,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008342886,0.0009315219,0.0004886959,0.0005444757,0.0002092146,0.0004657145,0.00037362,0.0007748388,0.0005522125],"category_scores_gemma":[0.001382753,0.000234931,0.0005894675,0.0002897329,0.0001713033,0.0003303564,0.0001983761,0.0003674037,0.00008743927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004298673,"about_ca_system_score_gemma":0.0003026798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008311022,"about_ca_topic_score_gemma":0.004818932,"domain_scores_codex":[0.9998034,0.00004356447,0.00002143428,0.00003801301,0.00006834405,0.00002528976],"domain_scores_gemma":[0.9992084,0.0004887164,0.00008971925,0.00003571713,0.0001567747,0.00002070323],"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":[0.0002533727,0.0001783283,0.005829462,0.0002311768,0.00007245782,0.0001481463,0.00008372055,0.9354091,0.0105341,0.0002380223,0.0002469081,0.04677519],"study_design_scores_gemma":[0.000003408729,0.0001357623,0.002187304,0.00000705858,0.00001427818,0.00001092034,0.00001683599,0.9951572,0.002336127,0.00004667838,0.0000784194,0.000005975174],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.952937,0.0007256053,0.04293225,0.0001158222,0.0000311482,0.00004627055,0.0001161848,0.0003263365,0.00276947],"genre_scores_gemma":[0.9959962,0.0001510282,0.003387683,0.00000648179,0.000003321339,0.00001849495,0.00005818947,0.000004573152,0.0003740405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008311022,"threshold_uncertainty_score":0.01652533,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2168365692","doi":"10.1080/10426914.2014.921706","title":"On Energy Efficient and Sustainable Machining through Hybrid Processes","year":2014,"lang":"en","type":"article","venue":"Materials and Manufacturing Processes","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Machining; Energy consumption; Profitability index; Sustainability; Process engineering; Manufacturing engineering; Efficient energy use; Grind; Process (computing); Mechanical engineering; Materials science; Computer science; Engineering; Grinding; Business","authors":[{"name":"Ibrahim Deiab","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004307296005646341,"gpt":0.2024469328390086,"spread":0.1981396368333622,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004020007,0.0003359561,0.0003101146,0.000694553,0.0001917881,0.0008201763,0.0004044013,0.0003822104,0.0007291891],"category_scores_gemma":[0.0005726822,0.0001801058,0.0003203499,0.001156895,0.0005827447,0.0008249721,0.0005083106,0.0003226964,0.0001336723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004061871,"about_ca_system_score_gemma":0.000280734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007403684,"about_ca_topic_score_gemma":0.001243431,"domain_scores_codex":[0.9995524,0.00008750219,0.00001387685,0.00006743433,0.0002382411,0.00004058355],"domain_scores_gemma":[0.9996312,0.0002222733,0.00005479313,0.00003965495,0.00004557284,0.000006606461],"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":[0.0003177693,0.0003275579,0.006549544,0.0009607564,0.000125162,0.0005179908,0.0005415033,0.3073768,0.3207547,0.05529971,0.0005007933,0.3067277],"study_design_scores_gemma":[0.00004995184,0.00139845,0.01801865,0.0001463584,0.00008353664,0.0008065794,0.0005701093,0.6574394,0.2482416,0.05100584,0.02213465,0.0001049372],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5725297,0.005871208,0.4024302,0.0002455484,0.00003562696,0.0001022919,0.0001216359,0.000212639,0.01845115],"genre_scores_gemma":[0.917476,0.002268533,0.07804689,0.00003978375,0.00001276584,0.00005375979,0.0001043232,0.00002488037,0.00197307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008201763,"threshold_uncertainty_score":0.002947152,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1993914956","doi":"10.1007/s10800-010-0141-7","title":"A mechanistic model of the gas film dynamics during the electrochemical discharge phenomenon","year":2010,"lang":"en","type":"article","venue":"Journal of Applied Electrochemistry","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electrode; Hysteresis; Mechanics; Current (fluid); Electrochemistry; Voltage; Materials science; Chemistry; Analytical Chemistry (journal); Statistical physics; Thermodynamics; Condensed matter physics; Physics; Physical chemistry","authors":[{"name":"Raïssa El-Haddad","is_ca":true},{"name":"Rolf Wüthrich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.001832477950388041,"gpt":0.1787620430685746,"spread":0.1769295651181866,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003270033,0.0006289581,0.000681934,0.0003742989,0.0005789183,0.0007629647,0.00228616,0.001569516,0.008150487],"category_scores_gemma":[0.0006597121,0.0004074954,0.0005876133,0.0002148207,0.000791162,0.002208895,0.0004419785,0.001165116,0.0009056751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007791934,"about_ca_system_score_gemma":0.0008595769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002201553,"about_ca_topic_score_gemma":0.001199659,"domain_scores_codex":[0.999912,0.000008487634,0.000004596433,0.00002557443,0.00002603972,0.00002326048],"domain_scores_gemma":[0.9998504,0.0000738105,0.00001683249,0.00001930487,0.00002470674,0.00001496877],"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":[0.0003453571,0.0005599948,0.001873188,0.000930088,0.0001149415,0.001937557,0.0005771398,0.313055,0.2268355,0.4256279,0.003800081,0.02434324],"study_design_scores_gemma":[0.00005926922,0.000117871,0.0008837386,0.00002230286,0.00002833587,0.0003328587,0.00008261206,0.9372877,0.01890736,0.03827427,0.003963405,0.00004027527],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4719614,0.005493382,0.4306027,0.009030285,0.0011672,0.0006374323,0.002475878,0.001026258,0.07760539],"genre_scores_gemma":[0.9750773,0.001661853,0.00848525,0.0002286425,0.00007027692,0.0002098564,0.0002787507,0.00003692676,0.01395105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008150487,"threshold_uncertainty_score":0.02726609,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2014388710","doi":"10.1016/j.cirp.2007.05.052","title":"Rotating Curvilinear Tools for EDM of Polygonal Shapes with Sharp Corners","year":2007,"lang":"en","type":"article","venue":"CIRP Annals","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Curvilinear coordinates; Flushing; Electrical discharge machining; Kinematics; Mechanical engineering; Machining; Machine tool; Engineering drawing; Computer science; Geometry; Engineering; Mathematics; Physics; Classical mechanics","authors":[{"name":"Youssef Ziada","is_ca":true},{"name":"Philip Koshy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03595420776737807,"gpt":0.301300554736988,"spread":0.2653463469696099,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003429512,0.0005936389,0.000451004,0.0004285421,0.0002547906,0.000679875,0.0007999643,0.0004873168,0.00563874],"category_scores_gemma":[0.001360035,0.0003128418,0.0005412499,0.0005658088,0.0003867724,0.0005608628,0.0008726344,0.0007027698,0.000832234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002482199,"about_ca_system_score_gemma":0.0003651726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003965924,"about_ca_topic_score_gemma":0.0008005324,"domain_scores_codex":[0.9997649,0.00004838859,0.00001927441,0.00004294377,0.0001007567,0.00002381446],"domain_scores_gemma":[0.9995415,0.0001559673,0.00005599705,0.0001744705,0.00005421047,0.00001786676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003196953,0.00009427508,0.001790635,0.0004038172,0.00005174655,0.0005052584,0.0002822757,0.2893195,0.1247233,0.05030485,0.004027384,0.5281771],"study_design_scores_gemma":[0.00003575396,0.0002251792,0.0008704455,0.00005392814,0.0000218116,0.0004410517,0.00009723262,0.9255794,0.04763331,0.008011402,0.01699375,0.00003666758],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02011339,0.0002658582,0.9753442,0.00005956873,0.00004525781,0.00003359761,0.0000577344,0.0004398608,0.003640471],"genre_scores_gemma":[0.2620026,0.0003129086,0.733685,0.00003103153,0.00001105807,0.00004343209,0.0001487137,0.0001532763,0.003611925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00563874,"threshold_uncertainty_score":0.0188635,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2977694818","doi":"10.3390/jmmp3040086","title":"Electropolishing of Laser Powder Bed-Fused IN625 Components in an Ionic Electrolyte","year":2019,"lang":"en","type":"article","venue":"Journal of Manufacturing and Materials Processing","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal; École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electropolishing; Electrolyte; Materials science; Superalloy; Surface roughness; Surface finish; Chemical engineering; Metallurgy; Composite material; Chemistry; Microstructure; Electrode; Physical chemistry","authors":[{"name":"Neda Mohammadian","is_ca":true},{"name":"S. Turenne","is_ca":true},{"name":"Vladimir Braïlovski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007981885043413486,"gpt":0.2307439181464357,"spread":0.2227620331030222,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001213664,0.0003437731,0.0002597386,0.0001825822,0.0001515181,0.0003432982,0.0003280253,0.0002171457,0.0007933605],"category_scores_gemma":[0.0002486825,0.0001411396,0.0002098087,0.0002023869,0.0001610573,0.000260875,0.0002564386,0.0002544393,0.0002073051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003074015,"about_ca_system_score_gemma":0.000173198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000806507,"about_ca_topic_score_gemma":0.002108302,"domain_scores_codex":[0.9998463,0.000007329314,0.000009546655,0.00003387309,0.00007574274,0.00002725982],"domain_scores_gemma":[0.9999288,0.00001246471,0.00002059763,0.00001034264,0.00002114735,0.000006677468],"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":[0.00002236403,0.000003455776,0.00009174649,0.00005283729,0.000003458582,0.00004370205,0.00003285162,0.00007613773,0.9980173,0.00004655969,0.00002128519,0.001588345],"study_design_scores_gemma":[0.000001225339,0.00004689095,0.0007455502,0.00000205488,0.000005550727,0.00003838818,0.00002222691,0.0002747859,0.9979687,0.000008524309,0.0008839657,0.000002130175],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925427,0.000460792,0.00522495,0.00001903378,0.00002568563,0.00002035436,0.0001075609,0.00009630158,0.001502659],"genre_scores_gemma":[0.9934818,0.0002735395,0.004388248,0.00001559761,0.000003242323,0.000009845828,0.000129881,0.00004041404,0.001657546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000806507,"threshold_uncertainty_score":0.002654076,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402827685","doi":"10.1063/5.0230832","title":"Predictive modeling of MRR, TWR, and SR in spark-EDM of Al-4.5Cu–SiC using ANN and GEP","year":2024,"lang":"en","type":"article","venue":"AIP Advances","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"SPARK (programming language); Electrical discharge machining; Materials science; Computer science; Metallurgy; Machining","authors":[{"name":"Shantanu Debnath","is_ca":false},{"name":"Binayak Sen","is_ca":false},{"name":"Nagaraj Patil","is_ca":false},{"name":"Ankit Kedia","is_ca":false},{"name":"Vikasdeep Singh Mann","is_ca":false},{"name":"A. Johnson Santhosh","is_ca":false},{"name":"Abhijit Bhowmik","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009938983001179092,"gpt":0.2658864048698088,"spread":0.2559474218686297,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006132752,0.0008111062,0.0004929742,0.0004559642,0.0001941944,0.0006023418,0.0005069695,0.0007818696,0.0005461698],"category_scores_gemma":[0.0008510156,0.0003871916,0.0006016424,0.0002853264,0.0002323237,0.0003824656,0.0002412356,0.0005953673,0.0001042207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007763744,"about_ca_system_score_gemma":0.0005098527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009728123,"about_ca_topic_score_gemma":0.008262473,"domain_scores_codex":[0.9998617,0.00003332409,0.000009280191,0.00003723067,0.00003686443,0.0000216038],"domain_scores_gemma":[0.9995682,0.0003021867,0.00004246159,0.00001370276,0.00006482267,0.000008747063],"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":[0.00003673941,0.00003632377,0.001502352,0.0000298359,0.00001981192,0.0000362878,0.00001197427,0.9901947,0.001623562,0.0001327939,0.00006159279,0.006314062],"study_design_scores_gemma":[6.888439e-7,0.000008621195,0.0002478123,0.000001162981,0.000001821578,0.000002295702,0.000002583188,0.9991825,0.0004879846,0.00003895763,0.00002415228,0.000001397686],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8616113,0.0006940471,0.1332813,0.0001833137,0.00003775986,0.00006456597,0.0002830232,0.0004819443,0.003362663],"genre_scores_gemma":[0.9902003,0.0001266356,0.008397011,0.0000193574,0.00000360228,0.00004894914,0.0001269416,0.00001337419,0.001063683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009728123,"threshold_uncertainty_score":0.01934302,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3192368537","doi":"10.1007/s00170-021-07808-7","title":"Combining PMEDM with the tool electrode sloshing to reduce recast layer of titanium alloy generated from EDM","year":2021,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"Science and Technology Planning Project of Shenzhen Municipality; National Natural Science Foundation of China","keywords":"Materials science; Electrical discharge machining; Titanium alloy; Titanium; Electrode; Alloy; Surface roughness; Machining; Layer (electronics); Groove (engineering); Metallurgy; Surface modification; Composite material; Mechanical engineering","authors":[{"name":"Bin Xu","is_ca":false},{"name":"Man-qun Lian","is_ca":false},{"name":"Sheng-gui Chen","is_ca":false},{"name":"Jianguo Lei","is_ca":false},{"name":"Xiaoyu Wu","is_ca":false},{"name":"Cheng Guo","is_ca":false},{"name":"Taijiang Peng","is_ca":false},{"name":"Jun Yang","is_ca":true},{"name":"Feng Luo","is_ca":false},{"name":"Hang Zhao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007626760291117642,"gpt":0.238219314631514,"spread":0.2305925543403964,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001549889,0.0003772083,0.0003532163,0.0004224789,0.0001731539,0.0002831255,0.000619678,0.000527947,0.001365364],"category_scores_gemma":[0.0002369093,0.0002096407,0.0004342888,0.0003755884,0.0001633721,0.0003907948,0.0002939302,0.0003870202,0.0003892523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002747524,"about_ca_system_score_gemma":0.0002191938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003886779,"about_ca_topic_score_gemma":0.001042067,"domain_scores_codex":[0.9998171,0.000007222308,0.000009968659,0.00004909568,0.00008436736,0.00003218226],"domain_scores_gemma":[0.9999228,0.000008910147,0.00001980756,0.00001582216,0.00002567357,0.000007069375],"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":[0.0001009622,0.00002230397,0.0003102182,0.0001722481,0.00001430365,0.0001243171,0.00003270237,0.0004384043,0.9824303,0.0003058689,0.0003320049,0.01571636],"study_design_scores_gemma":[0.00001285422,0.0001512329,0.001554977,0.000005614938,0.00002210499,0.000183877,0.00002440773,0.002732293,0.9908624,0.00006294856,0.004377874,0.00000947169],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8369304,0.004419398,0.1461617,0.0004421409,0.0006962473,0.00014678,0.0004550295,0.001591659,0.009156582],"genre_scores_gemma":[0.9532171,0.0005630444,0.03826966,0.0001228316,0.00003810652,0.0000386246,0.0001871241,0.00009404168,0.007469484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001365364,"threshold_uncertainty_score":0.004567623,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4365453705","doi":"10.1007/s00170-023-11354-9","title":"Machinability analysis of AZ31 magnesium alloys using the Taguchi gray relational analysis","year":2023,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"Kate Gleason College of Engineering, Rochester Institute of Technology","keywords":"Machinability; Materials science; Machining; Lubrication; Metallurgy; Tool wear; Surface roughness; Taguchi methods; Cemented carbide; Magnesium alloy; Cutting tool; Surface finish; Lubricant; Magnesium; Carbide; Composite material","authors":[{"name":"Shafahat Ali","is_ca":true},{"name":"Salman Pervaiz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01107536384746323,"gpt":0.2729788183510004,"spread":0.2619034545035371,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005611636,0.0003923606,0.0005831898,0.0009528307,0.0002912595,0.0007007699,0.0006064108,0.0004397413,0.001286807],"category_scores_gemma":[0.0009296082,0.0002880193,0.0006937416,0.0006404803,0.0002813852,0.0004200101,0.0002241497,0.0001981916,0.0002287709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005736615,"about_ca_system_score_gemma":0.000388357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001975937,"about_ca_topic_score_gemma":0.0039598,"domain_scores_codex":[0.9994631,0.00006807028,0.00002910531,0.0000649037,0.0003430983,0.00003170305],"domain_scores_gemma":[0.9995697,0.0001891347,0.00006938715,0.00003772585,0.0001276401,0.000006393722],"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":[0.0007289622,0.0001423518,0.008540288,0.0005826292,0.0001581218,0.0002280481,0.0004188837,0.2367483,0.6179185,0.004841749,0.0005677397,0.1291244],"study_design_scores_gemma":[0.00002610978,0.0007516555,0.02071329,0.00002238354,0.0001893364,0.0001819437,0.0001607848,0.802358,0.1724247,0.00108404,0.002031602,0.00005620967],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8111313,0.0009862329,0.1806018,0.0001007269,0.00002318431,0.00009589671,0.0001385145,0.0004526335,0.006469757],"genre_scores_gemma":[0.9810566,0.0001379169,0.01746469,0.000009466384,0.00000352684,0.00001817519,0.00004876464,0.0000236985,0.001237271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001975937,"threshold_uncertainty_score":0.004304767,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2136515516","doi":"10.1139/tcsme-2013-0019","title":"DIFFERENTIAL EVOLUTION FOR OPTIMIZATION OF PID GAIN IN ELECTRICAL DISCHARGE MACHINING CONTROL SYSTEM","year":2013,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"PID controller; Control theory (sociology); Electrical discharge machining; Actuator; Machining; Servo; Controller (irrigation); Differential evolution; Position (finance); Servo control; Computer science; Servomechanism; Process (computing); Control engineering; Engineering; Control (management); Mechanical engineering; Temperature control; Algorithm","authors":[{"name":"Trias Andromeda","is_ca":false},{"name":"Azli Yahya","is_ca":false},{"name":"Syahrullail Samion","is_ca":false},{"name":"Ameruddin Baharom","is_ca":false},{"name":"Nor Liyana Safura Hashim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004082624201109068,"gpt":0.1837615674836697,"spread":0.1796789432825606,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006519911,0.000449897,0.0003963739,0.0003093804,0.0002483598,0.0005433759,0.0005491103,0.0005116721,0.0009684348],"category_scores_gemma":[0.001197101,0.0002571883,0.0002511978,0.0002888589,0.0002661475,0.0003001833,0.0003699511,0.0004660157,0.0001457837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005766156,"about_ca_system_score_gemma":0.0004626347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002821649,"about_ca_topic_score_gemma":0.002005078,"domain_scores_codex":[0.9997283,0.00005808245,0.00001425509,0.0000528571,0.0001145224,0.00003191111],"domain_scores_gemma":[0.9997259,0.0001311373,0.00003147508,0.000009826324,0.00009414205,0.000007495011],"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":[0.0001198334,0.00007108177,0.0009756548,0.0001526915,0.00003199952,0.0001114995,0.0001438921,0.8681144,0.02536416,0.005415732,0.0006374212,0.09886157],"study_design_scores_gemma":[0.00001604375,0.0000635756,0.000265838,0.000006208348,0.000008295828,0.00001819699,0.000007216247,0.9957128,0.00280149,0.0003742266,0.000721127,0.000004986412],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04614152,0.0004009733,0.9471464,0.0001008399,0.00003653075,0.00005978746,0.00001722989,0.0001690677,0.005927658],"genre_scores_gemma":[0.904,0.0002251347,0.09204245,0.00005785461,0.00001064765,0.0001457279,0.00003817838,0.00002689635,0.003453041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002821649,"threshold_uncertainty_score":0.005610406,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2938167652","doi":"10.5267/j.esm.2019.3.003","title":"Electrolytic plasma polishing technique for improved surface finish of ED machined components","year":2019,"lang":"en","type":"article","venue":"Engineering Solid Mechanics","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"Ministry of Education and Science of the Russian Federation","keywords":"Polishing; Materials science; Surface finish; Surface roughness; Electrolyte; Plasma; Metallurgy; Engineering drawing; Composite material; Engineering; Electrode; Physics","authors":[{"name":"T. R. Ablyaz","is_ca":false},{"name":"К. Р. Муратов","is_ca":false},{"name":"Ludmila Ushomirskaya","is_ca":false},{"name":"D. A. Zarubin","is_ca":false},{"name":"S. S. Sidhu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004169996245381846,"gpt":0.2099539308257656,"spread":0.2057839345803837,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001983789,0.0002099708,0.0002496621,0.000270418,0.0001142556,0.0002555487,0.0002703423,0.0002661113,0.0007726744],"category_scores_gemma":[0.0002831714,0.000159463,0.0002023672,0.0002937473,0.0001852171,0.0002740959,0.0001762299,0.0002952025,0.0001834194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001443113,"about_ca_system_score_gemma":0.0001307451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003623016,"about_ca_topic_score_gemma":0.0008483378,"domain_scores_codex":[0.9998145,0.00001421626,0.00001104936,0.00003374388,0.0001090813,0.0000174787],"domain_scores_gemma":[0.9999098,0.00002694918,0.00002149576,0.00001259055,0.00002518522,0.0000040998],"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":[0.00002156739,0.000006408713,0.000149025,0.00007924342,0.000003015086,0.0000537763,0.00002373902,0.0002138605,0.9913151,0.0001228899,0.00005353948,0.007957756],"study_design_scores_gemma":[0.000008756498,0.00023809,0.003341766,0.000003441983,0.00001038498,0.0003831148,0.00003116964,0.002504825,0.9891374,0.00008514576,0.004249005,0.000006934747],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8765801,0.003868331,0.1164776,0.0001389859,0.00006396216,0.00004961721,0.0001256589,0.000275337,0.00242039],"genre_scores_gemma":[0.9578093,0.0008578449,0.03929975,0.00001617003,0.000008161783,0.0000144888,0.0001042548,0.00002905998,0.001860965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007726744,"threshold_uncertainty_score":0.002584875,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3110944673","doi":"10.3390/ma13245707","title":"Milling of Graphene Reinforced Ti6Al4V Nanocomposites: An Artificial Intelligence Based Industry 4.0 Approach","year":2020,"lang":"en","type":"article","venue":"Materials","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Machining; Surface roughness; Materials science; Graphene; Particle swarm optimization; Adaptive neuro fuzzy inference system; Titanium alloy; Mechanical engineering; Nanocomposite; Composite material; Machine learning; Computer science; Artificial intelligence; Nanotechnology; Fuzzy logic; Alloy; Engineering; Metallurgy; Fuzzy control system","authors":[{"name":"Mustafa M. Nasr","is_ca":false},{"name":"Saqib Anwar","is_ca":false},{"name":"Ali M. Al-Samhan","is_ca":false},{"name":"Mageed Ghaleb","is_ca":true},{"name":"Abdulmajeed Dabwan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03545315791136726,"gpt":0.2531840787485006,"spread":0.2177309208371334,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000143216,0.0002841203,0.0001633488,0.0002763497,0.0001295975,0.0002695755,0.0003213079,0.0003746868,0.0003497842],"category_scores_gemma":[0.0001681051,0.0001868331,0.0003093728,0.0002052925,0.0001322053,0.0002536488,0.0001665324,0.0002475492,0.00009615393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002518246,"about_ca_system_score_gemma":0.0001648899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001002694,"about_ca_topic_score_gemma":0.002407267,"domain_scores_codex":[0.9998988,0.000007915429,0.000005946638,0.00002036328,0.00005829476,0.000008638267],"domain_scores_gemma":[0.9999399,0.00001086995,0.00002146098,0.0000076094,0.00001606032,0.000004047771],"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":[0.0001013303,0.0000460823,0.0007065184,0.0001887244,0.00001745622,0.0001271023,0.00003771058,0.03587433,0.9324449,0.0008375732,0.0001276399,0.0294906],"study_design_scores_gemma":[0.00001224199,0.0003740641,0.002033376,0.00001095597,0.00002947119,0.0001033701,0.00003612177,0.3521326,0.6424142,0.0004393389,0.002391385,0.00002284263],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8250334,0.001158373,0.1658669,0.0001549867,0.00006342936,0.00008874982,0.0001070639,0.0004856742,0.007041489],"genre_scores_gemma":[0.9242659,0.0003105251,0.07316856,0.00002452735,0.000006394986,0.00002915696,0.00006400736,0.00001243001,0.002118578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001002694,"threshold_uncertainty_score":0.001993656,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1969409212","doi":"10.1177/0954405414548464","title":"Surface roughness and energy consumption analysis of conventional and peck drilling approaches","year":2014,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Peck (Imperial); Drilling; Surface roughness; Surface finish; Energy consumption; Engineering; Mechanical engineering; Engineering drawing; Materials science; Composite material; Mathematics; Geometry","authors":[{"name":"Salman Pervaiz","is_ca":false},{"name":"Ibrahim Deiab","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01294571879663127,"gpt":0.2023261153463805,"spread":0.1893803965497492,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002319419,0.0002590248,0.000354651,0.0006248516,0.0001332444,0.0003001212,0.0002471527,0.0003337519,0.001089363],"category_scores_gemma":[0.000672867,0.0001461304,0.0003629337,0.0005981566,0.0002023128,0.0003784219,0.0002028956,0.000203802,0.0002298621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001601207,"about_ca_system_score_gemma":0.00006823287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006211799,"about_ca_topic_score_gemma":0.001168678,"domain_scores_codex":[0.9995315,0.00003735154,0.00002670917,0.00005624407,0.0003041663,0.00004399257],"domain_scores_gemma":[0.999531,0.0001636218,0.00007803374,0.00005271369,0.0001593702,0.00001520374],"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":[0.0009271117,0.00011952,0.01029813,0.0003401658,0.00004703226,0.000203824,0.0001208507,0.01390662,0.9254445,0.0001716275,0.0002066781,0.04821402],"study_design_scores_gemma":[0.00004430904,0.003156388,0.1782506,0.00002080993,0.0001167206,0.0007391502,0.0005141525,0.05383843,0.7593036,0.0002609858,0.003683051,0.00007174968],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930946,0.0003212986,0.005254153,0.00001173152,0.000007730477,0.00001856478,0.000208593,0.00003013152,0.001053458],"genre_scores_gemma":[0.9936081,0.0002081589,0.004806844,0.000006195361,0.000002773489,0.00002343357,0.0002793664,0.00001597702,0.001049151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001089363,"threshold_uncertainty_score":0.003644288,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3083091976","doi":"10.1049/iet-epa.2020.0218","title":"Modelling and analysis of the effects of cutting of core laminations in electric machines","year":2020,"lang":"en","type":"article","venue":"IET Electric Power Applications","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Core (optical fiber); Mechanical engineering; Engineering; Computer science; Telecommunications","authors":[{"name":"Natheer Alatawneh","is_ca":true},{"name":"Aroba Saleem","is_ca":true},{"name":"Tanvir Rahman","is_ca":true},{"name":"David A. Lowther","is_ca":true},{"name":"Richard R. Chromik","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005564606272217977,"gpt":0.2279905223223956,"spread":0.2224259160501777,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003198582,0.0003770259,0.0003007861,0.0002228445,0.0001456094,0.0003724653,0.0004361375,0.0005497073,0.0005274706],"category_scores_gemma":[0.0006514225,0.0002585677,0.000364823,0.0001940355,0.0003064764,0.0004003419,0.0001797515,0.0002352928,0.0001061504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002193573,"about_ca_system_score_gemma":0.0002992275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001433412,"about_ca_topic_score_gemma":0.00137012,"domain_scores_codex":[0.9998637,0.00003382938,0.000006469319,0.00001725718,0.00006411006,0.00001460703],"domain_scores_gemma":[0.9997408,0.0001233097,0.00005679339,0.00003219472,0.00003862129,0.000008268265],"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":[0.00006309665,0.00004688489,0.000896831,0.0001514611,0.00001926273,0.00009707987,0.000059712,0.9315422,0.05158041,0.001392926,0.0001042868,0.0140459],"study_design_scores_gemma":[0.000004306989,0.00009473859,0.001507885,0.00001031415,0.00001242684,0.00005579666,0.0000144541,0.9852375,0.01225637,0.0002847572,0.0005150168,0.000006351892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5529104,0.001184229,0.4386361,0.00007255002,0.00004122556,0.00005087925,0.00007357651,0.000377757,0.006653293],"genre_scores_gemma":[0.9843598,0.0002360408,0.01454646,0.00000576641,0.000004035755,0.0000146524,0.00002554005,0.00002184396,0.0007859009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001433412,"threshold_uncertainty_score":0.002850175,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2988815993","doi":"10.1007/s00170-019-04444-0","title":"Improving surface integrity aspects of AISI 316L in the context of bioimplant applications","year":2019,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Surface integrity; Machining; Indentation hardness; Materials science; Context (archaeology); Surface roughness; Grey relational analysis; Machinability; Taguchi methods; Mechanical engineering; Surface finish; Corrosion; Metallurgy; Computer science; Composite material; Engineering; Microstructure; Mathematics","authors":[{"name":"Sadaf Zahoor","is_ca":true},{"name":"Muhammad Qaiser Saleem","is_ca":false},{"name":"Walid Abdul‐Kader","is_ca":true},{"name":"Kashif Ishfaq","is_ca":false},{"name":"Adeel Shehzad","is_ca":false},{"name":"Hafiz Usman Ghani","is_ca":false},{"name":"Amir Hussain","is_ca":false},{"name":"Muhammad Usman","is_ca":false},{"name":"Muhammad Dawood","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00581583513342318,"gpt":0.2427107279758605,"spread":0.2368948928424373,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003246558,0.000285158,0.0002014405,0.0003551953,0.0002343125,0.0005104978,0.0004281588,0.000597636,0.0008769355],"category_scores_gemma":[0.0006420393,0.0001353937,0.0002277858,0.0002937246,0.0002344546,0.0004850916,0.0002240997,0.0003350255,0.0003113974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004141087,"about_ca_system_score_gemma":0.0002649783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006537106,"about_ca_topic_score_gemma":0.001343178,"domain_scores_codex":[0.9996302,0.00001730067,0.00001234075,0.00003019573,0.0002658941,0.00004399175],"domain_scores_gemma":[0.9996004,0.00005786533,0.000103491,0.0000285253,0.0001932706,0.00001656115],"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":[0.00005964335,0.00001718579,0.0007157438,0.00006374392,0.000004208037,0.00004951025,0.00003899447,0.002822076,0.990132,0.0001591025,0.00005915325,0.005878765],"study_design_scores_gemma":[0.000002348511,0.0002906528,0.005176305,0.000006388434,0.00001925793,0.0001053659,0.00006808957,0.01487975,0.9782466,0.0001109396,0.001084097,0.0000102568],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835207,0.001348895,0.01155418,0.0001639799,0.00003032125,0.00001777704,0.0001055156,0.0001005709,0.0031581],"genre_scores_gemma":[0.9954367,0.000279396,0.002954161,0.00001485147,0.00000533154,0.000005661987,0.00006597529,0.00001680068,0.00122109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008769355,"threshold_uncertainty_score":0.003004551,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1991371031","doi":"10.1002/cjce.5450780110","title":"The control of biofilms in tubes using wire‐wound inserts","year":2000,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council","keywords":"Biofilm; Insert (composites); Tube (container); Reynolds number; Materials science; Mechanical engineering; Composite material; Engineering; Mechanics; Biology; Physics","authors":[{"name":"Amanda Wills","is_ca":false},{"name":"T. R. Bott","is_ca":false},{"name":"I. Gibbard","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005118471250497529,"gpt":0.1897977770411368,"spread":0.1846793057906393,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003872339,0.0004937572,0.0004969465,0.0002260631,0.0001902674,0.0007372414,0.0005249207,0.0004675364,0.0004273077],"category_scores_gemma":[0.0006676908,0.0002751314,0.0002996497,0.0001932848,0.0003070678,0.0004844437,0.000395352,0.0003984694,0.0002840304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000213763,"about_ca_system_score_gemma":0.0002169084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004873391,"about_ca_topic_score_gemma":0.0006005676,"domain_scores_codex":[0.9994066,0.0001301226,0.00004845144,0.00009221814,0.0002650148,0.00005764345],"domain_scores_gemma":[0.9993678,0.0001556378,0.0002408463,0.00004783508,0.0001386765,0.00004926526],"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":[0.00006161199,0.00001900361,0.0001116181,0.00005434367,0.000002923618,0.00001531841,0.00002016031,0.000134656,0.9979284,0.00003855547,0.00002008673,0.00159324],"study_design_scores_gemma":[0.000004618564,0.0002817051,0.0009576173,0.000006300992,0.00001013458,0.00003099795,0.000020695,0.001037627,0.9967784,0.00001094627,0.0008543285,0.000006691321],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809451,0.00154231,0.01652111,0.00007527071,0.00005908781,0.0000587351,0.00009000421,0.0001595675,0.0005487418],"genre_scores_gemma":[0.9625831,0.00133914,0.03345786,0.00003726469,0.00001943154,0.00006277298,0.0001750532,0.00004744322,0.002278137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007372414,"threshold_uncertainty_score":0.002047956,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2552199749","doi":"10.5267/j.ijiec.2016.9.002","title":"Comparison of optimization techniques for MRR and surface roughness in wire EDM process for gear cutting","year":2016,"lang":"en","type":"article","venue":"International Journal of Industrial Engineering Computations","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Surface roughness; Process (computing); Mechanical engineering; Surface finish; Engineering drawing; Engineering; Manufacturing engineering; Materials science; Computer science; Composite material","authors":[{"name":"Kasinath Das Mohapatra","is_ca":false},{"name":"Mantra Prasad Satpathy","is_ca":false},{"name":"S.K. Sahoo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03076498141360536,"gpt":0.3331648657013378,"spread":0.3023998842877325,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008462032,0.0004447524,0.0004684348,0.0005450787,0.0001315423,0.0005201488,0.0004284747,0.0004149305,0.0004029936],"category_scores_gemma":[0.001036323,0.0003021582,0.0005992588,0.0006096029,0.0001947974,0.0003585026,0.0002209301,0.0002965273,0.0001286396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003026192,"about_ca_system_score_gemma":0.0002132567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004575664,"about_ca_topic_score_gemma":0.0007972608,"domain_scores_codex":[0.9992113,0.0001317093,0.00005263736,0.0001094425,0.0004429693,0.00005183334],"domain_scores_gemma":[0.9994061,0.0002787985,0.0001361025,0.00004789421,0.0001219761,0.000009192793],"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":[0.0005213513,0.0002275629,0.003269529,0.0009073766,0.00007570638,0.0001644736,0.0002176246,0.06236069,0.743486,0.001214911,0.0003158918,0.1872389],"study_design_scores_gemma":[0.00005680946,0.00173366,0.01195534,0.00004643073,0.0001514558,0.000349946,0.0001335522,0.242651,0.7377636,0.0004421278,0.004648756,0.00006734834],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5587928,0.003955085,0.4327962,0.0001109047,0.00004571541,0.00008396387,0.00009246179,0.0004519514,0.003670868],"genre_scores_gemma":[0.8381271,0.0009348422,0.1592723,0.00002065984,0.00001152625,0.0000542631,0.00008787348,0.0001004626,0.001390965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008462032,"threshold_uncertainty_score":0.004475236,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3006153274","doi":"10.1007/s00170-020-05109-z","title":"Die-sinking EDM of Al6061-T6: interactions between process parameters, process performance, and surface characteristics","year":2020,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"Mitacs","keywords":"Electrical discharge machining; Machining; Surface roughness; Voltage; RADIUS; Mechanical engineering; Materials science; Design of experiments; Surface finish; Die (integrated circuit); Engineering; Composite material; Computer science; Statistics; Electrical engineering; Mathematics","authors":[{"name":"Frédéric Bédard","is_ca":true},{"name":"Mohammad Jahazi","is_ca":true},{"name":"Victor Songméné","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01097805895825067,"gpt":0.2591207692097568,"spread":0.2481427102515061,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002255819,0.0002839267,0.0003293828,0.0003024519,0.0002771166,0.0003261863,0.0003553476,0.0003737611,0.002698282],"category_scores_gemma":[0.0003972868,0.0001123196,0.0002605807,0.0003022864,0.0001668557,0.0003733396,0.000151625,0.0002806594,0.0003306561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002691094,"about_ca_system_score_gemma":0.0001380416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009377822,"about_ca_topic_score_gemma":0.002105411,"domain_scores_codex":[0.9998884,0.000007476795,0.000005255388,0.00002335408,0.0000569824,0.000018465],"domain_scores_gemma":[0.9997697,0.00006900051,0.00004371962,0.00002147587,0.00008131069,0.00001470901],"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":[0.001162669,0.000137232,0.002837919,0.0001765463,0.00002321885,0.0002453111,0.0001042266,0.01249464,0.9627344,0.0003890015,0.0006881188,0.01900669],"study_design_scores_gemma":[0.00002081747,0.0007043512,0.009380667,0.000008664262,0.00002581486,0.00007271655,0.0001323534,0.04373692,0.9443135,0.000129013,0.001457828,0.00001738635],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965574,0.0002745033,0.001496037,0.00005351245,0.00003318996,0.00000617521,0.0001889109,0.00008309143,0.001307216],"genre_scores_gemma":[0.9975146,0.00008629105,0.0009231551,0.00001391663,0.000004376524,0.000002107885,0.0001123385,0.00001636708,0.001326772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002698282,"threshold_uncertainty_score":0.009026647,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2056570866","doi":"10.1016/j.jtice.2013.09.017","title":"Intensification of the rate of electropolishing and diffusion controlled electrochemical machining by workpiece oscillation","year":2013,"lang":"en","type":"article","venue":"Journal of the Taiwan Institute of Chemical Engineers","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electropolishing; Materials science; Electrochemical machining; Dissolution; Oscillation (cell signaling); Anode; Diffusion; Limiting current; Metallurgy; Electrochemistry; Electrode; Copper; Machining; Analytical Chemistry (journal); Electrolyte; Chemistry; Thermodynamics; Physical chemistry","authors":[{"name":"M.H. Abdel‐Aziz","is_ca":true},{"name":"I. Nirdosh","is_ca":true},{"name":"G.H. Sedahmed","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002717931296470164,"gpt":0.1836910126587098,"spread":0.1809730813622396,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002272402,0.0003240451,0.0002887476,0.0001643891,0.00008551963,0.0003560642,0.0003796807,0.0002861431,0.000934082],"category_scores_gemma":[0.0004892775,0.0002259368,0.0001978361,0.0001749542,0.000185082,0.0004853976,0.0002329779,0.0003465342,0.0001246072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001703101,"about_ca_system_score_gemma":0.0001312196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000169084,"about_ca_topic_score_gemma":0.000212545,"domain_scores_codex":[0.9998934,0.000009303037,0.000007688996,0.00003219236,0.00003933806,0.0000179824],"domain_scores_gemma":[0.9997763,0.0000843294,0.00005034367,0.0000308637,0.00003983067,0.00001837722],"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":[0.0001603733,0.0000253587,0.0002453811,0.00006380164,0.000005363614,0.00001867103,0.0000287409,0.0002532884,0.9927189,0.0002029492,0.00004163658,0.006235537],"study_design_scores_gemma":[0.00002154935,0.0001496867,0.00243783,0.000003461945,0.00001115855,0.00002939179,0.00001023532,0.005494996,0.9911815,0.00003856056,0.0006150113,0.000006626722],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849094,0.001185901,0.0121326,0.0000739177,0.00005626789,0.0000197592,0.00004126431,0.0001633869,0.00141744],"genre_scores_gemma":[0.996668,0.0002542856,0.002380784,0.00001353227,0.0000114861,0.000009212744,0.00001888446,0.00001686172,0.0006268252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000934082,"threshold_uncertainty_score":0.003124833,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2803652912","doi":"10.5267/j.ijiec.2017.10.001","title":"Machining performance of aluminium matrix composite and use of WPCA based Taguchi technique for multiple response optimization","year":2018,"lang":"en","type":"article","venue":"International Journal of Industrial Engineering Computations","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Taguchi methods; Materials science; Machining; Tungsten carbide; Surface roughness; Composite number; Silicon carbide; Aluminium; Metallurgy; Carbide; Composite material","authors":[{"name":"Diptikanta Das","is_ca":false},{"name":"Purna Chandra Mishra","is_ca":false},{"name":"Saranjit Singh","is_ca":false},{"name":"A.K. Chaubey","is_ca":false},{"name":"Bharat Chandra Routara","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02107232419514161,"gpt":0.2752826452949714,"spread":0.2542103210998298,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006914538,0.0004787114,0.0004178781,0.0004353272,0.0001301858,0.0003734484,0.0003378301,0.0003409672,0.00037492],"category_scores_gemma":[0.0004206785,0.0002423072,0.000447144,0.000503575,0.0001463579,0.000184036,0.0001496115,0.0002388776,0.0001276833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002341463,"about_ca_system_score_gemma":0.000202019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008530875,"about_ca_topic_score_gemma":0.002406335,"domain_scores_codex":[0.9996191,0.0000640143,0.00002940234,0.00006898176,0.0001795243,0.00003880028],"domain_scores_gemma":[0.9997597,0.00008388428,0.00005941438,0.00001826388,0.0000675334,0.00001111576],"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":[0.0001031926,0.00006754198,0.0004060362,0.0001726014,0.000009955243,0.00002351728,0.00003403341,0.02529563,0.9605826,0.0001154157,0.00003390386,0.01315563],"study_design_scores_gemma":[0.00001293627,0.0009660386,0.003762413,0.000007305417,0.00003255932,0.00005299526,0.00003619841,0.1462444,0.8481763,0.0001014892,0.0005805177,0.00002690009],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8549802,0.0007386213,0.1419443,0.00004505733,0.00002218774,0.00007759214,0.000104126,0.0002425961,0.001845148],"genre_scores_gemma":[0.896125,0.0003679943,0.1021468,0.00001107619,0.00000451636,0.00009798905,0.00008494329,0.00002553023,0.00113617],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0008530875,"threshold_uncertainty_score":0.003656805,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3208148110","doi":"10.1063/5.0067988","title":"<i>In situ</i>jet electrolyte micromachining and additive manufacturing","year":2021,"lang":"en","type":"article","venue":"Applied Physics Letters","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Natural Science Foundation of Jiangsu Province","keywords":"Surface micromachining; Microscale chemistry; Subtractive color; Materials science; Microfabrication; Machining; Fabrication; Nanotechnology; Electrolyte; Electroplating; Flexibility (engineering); Computer science; Electrode; Optics; Metallurgy; Chemistry","authors":[{"name":"Tianyu Li","is_ca":false},{"name":"Xiao Yan","is_ca":false},{"name":"Xiaolong Fang","is_ca":false},{"name":"Pu-Hang Jin","is_ca":false},{"name":"Jiaqi Li","is_ca":false},{"name":"Kazi Fazle Rabbi","is_ca":false},{"name":"Nenad Miljkovic","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003447729136859697,"gpt":0.1946257910206199,"spread":0.1911780618837602,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000275732,0.0008150623,0.000371463,0.0005513668,0.0003140494,0.0006935525,0.001343706,0.0005307057,0.002569905],"category_scores_gemma":[0.0003933246,0.0004968354,0.0003068922,0.0005324889,0.0003866417,0.0006859605,0.001024663,0.0008707867,0.001276639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004866718,"about_ca_system_score_gemma":0.0002474779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003621765,"about_ca_topic_score_gemma":0.0007871144,"domain_scores_codex":[0.9993452,0.00005269434,0.00004709376,0.0001515573,0.0003320129,0.00007144149],"domain_scores_gemma":[0.9997991,0.0000347875,0.00005531913,0.00005621258,0.0000403926,0.00001427569],"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":[0.00004625841,0.00003036242,0.0001917985,0.0002920094,0.00001562099,0.0001356955,0.00006510661,0.0003828329,0.9581943,0.007771757,0.001510978,0.03136329],"study_design_scores_gemma":[0.000006559606,0.0000819658,0.000338422,0.000008772802,0.000007862546,0.0004199257,0.00001017824,0.00168387,0.9655281,0.0004144202,0.03148574,0.00001414002],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1758757,0.01283575,0.7527928,0.0008484746,0.001443277,0.0004000949,0.001444595,0.004604113,0.04975513],"genre_scores_gemma":[0.4822375,0.008141494,0.4793165,0.0005860943,0.0003040797,0.0004851484,0.001602971,0.0006220957,0.02670408],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002569905,"threshold_uncertainty_score":0.008597195,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396567318","doi":"10.1016/j.cirp.2024.04.051","title":"Submerged electrochemical jet machining with in-situ gas assistance","year":2024,"lang":"en","type":"article","venue":"CIRP Annals","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":13,"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":"","keywords":"Jet (fluid); Machining; Electrochemical machining; Electrochemistry; In situ; Materials science; Mechanical engineering; Metallurgy; Environmental science; Engineering; Chemistry; Electrode; Aerospace engineering; Physical chemistry; Organic chemistry","authors":[{"name":"Yonghua Zhao","is_ca":false},{"name":"Zhaozhi Lyu","is_ca":false},{"name":"Weidong Liu","is_ca":false},{"name":"Bi Zhang","is_ca":false},{"name":"Adam T. Clare","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01084536426725874,"gpt":0.2575719955802698,"spread":0.246726631313011,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001376661,0.0004125131,0.0004323011,0.0001463766,0.0002232469,0.0004134572,0.0005908073,0.0003863985,0.002893857],"category_scores_gemma":[0.0002332423,0.0002448607,0.000185009,0.0002069865,0.0001623124,0.0003948823,0.0004341553,0.0006264201,0.0008264478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002360093,"about_ca_system_score_gemma":0.0003157947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005012734,"about_ca_topic_score_gemma":0.001593302,"domain_scores_codex":[0.9998345,0.000005848555,0.000008283603,0.00003775011,0.00009214288,0.00002147724],"domain_scores_gemma":[0.9998639,0.00002327542,0.0000250833,0.0000401429,0.00003519659,0.00001252487],"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":[0.00004579203,0.00001615047,0.0001312479,0.00007373144,0.000004191488,0.00004962824,0.00003188901,0.0003915431,0.9890675,0.000256502,0.0002613618,0.009670462],"study_design_scores_gemma":[0.00001149315,0.0001098013,0.0009948944,0.000003978416,0.000007069132,0.000134098,0.00002244385,0.007279757,0.9863768,0.00011276,0.004937608,0.000009267507],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7622786,0.001216669,0.2134982,0.0002948983,0.0004358309,0.0001081319,0.0006230368,0.001686154,0.01985856],"genre_scores_gemma":[0.8847258,0.0003742509,0.1023889,0.00004405783,0.00002862455,0.00005131633,0.0002628462,0.0002052771,0.01191901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002893857,"threshold_uncertainty_score":0.009680927,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}