{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":26,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":26,"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":"af88cb5aeb64","filters":{"venue":"International Journal of Manufacturing Research"}},"results":[{"id":"W2127605267","doi":"10.1504/ijmr.2011.041126","title":"A multiple performance analysis of market-capacity integration policies","year":2011,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Capacity planning; Scalability; Order (exchange); Stability (learning theory); Capacity utilization; Scaling; Computer science; Capacity building; Operations research; Industrial organization; Environmental economics; Industrial engineering; Business; Engineering; Operations management; Economics; Microeconomics; Mathematics; Machine learning","authors":[{"name":"Ahmed M. Deif","is_ca":false},{"name":"Hoda ElMaraghy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09928183132198146,"gpt":0.3005601986534057,"spread":0.2012783673314242,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001793378,0.00008557668,0.0001820365,0.002414014,0.00007619945,0.0001064599,0.0005870718,0.00004075896,0.0006322162],"category_scores_gemma":[0.0004499077,0.00006979173,0.0001181227,0.0005349608,0.00007886887,0.001179873,0.0001473194,0.0002365838,0.00001819293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008469377,"about_ca_system_score_gemma":0.00003511255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003362175,"about_ca_topic_score_gemma":0.00006601284,"domain_scores_codex":[0.9982696,0.00002744351,0.0004485866,0.0001127359,0.0009745316,0.0001670829],"domain_scores_gemma":[0.997916,0.00007785984,0.0004156445,0.0001127097,0.001464381,0.00001336152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002587301,0.0007643963,0.8354421,0.0001645359,0.004120343,0.00003969765,0.003877622,0.001456598,0.008316717,0.003657954,0.006099651,0.1334731],"study_design_scores_gemma":[0.0004010497,0.00001943821,0.8976467,0.00007979259,0.00008162939,0.00000425471,0.0002960545,0.004404372,0.09311849,0.0009521866,0.002897439,0.00009856262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874824,0.00001630631,0.000632511,0.0002351108,0.0003796978,0.00006418909,0.000001538882,0.00001003582,0.0111782],"genre_scores_gemma":[0.998668,0.00005281796,0.0005465425,0.00005072568,0.0004555832,0.000002278956,0.00000807841,0.000008076328,0.0002078982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1333745,"threshold_uncertainty_score":0.6922324,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2116646835","doi":"10.1504/ijmr.2007.015086","title":"Integrating static and dynamic analysis in studying capacity scalability in RMS","year":2007,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Scalability; Computer science; Controller (irrigation); Transfer function; Block (permutation group theory); Distributed computing; Engineering","authors":[{"name":"Ahmed M. Deif","is_ca":true},{"name":"Waguih ElMaraghy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03828885069632092,"gpt":0.339987369242582,"spread":0.3016985185462611,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006359399,0.0001439691,0.0003559077,0.002961076,0.00004009303,0.0001362304,0.0004268596,0.00008822124,0.00003366239],"category_scores_gemma":[0.0002436636,0.0001232322,0.00009221348,0.0004269357,0.00008366782,0.0002917367,0.00006790104,0.00112296,0.0000032723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008057238,"about_ca_system_score_gemma":0.00003175687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007938901,"about_ca_topic_score_gemma":0.004266928,"domain_scores_codex":[0.9974721,0.0001521485,0.0008892383,0.00018543,0.0008858863,0.0004152138],"domain_scores_gemma":[0.9986429,0.0008144481,0.0001072653,0.0001368964,0.0001907802,0.0001077109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003858328,0.0003826566,0.4774877,0.0006076187,0.001909498,0.001448387,0.009951148,0.3306599,0.01120838,0.00009034362,0.00003955518,0.165829],"study_design_scores_gemma":[0.0009853676,0.00007052408,0.9139317,0.0004551971,0.00002122273,0.00008723174,0.0025143,0.01982933,0.06031958,0.001443889,0.000126303,0.0002153765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962332,0.0001954926,0.002277027,0.0001071922,0.0003951667,0.000128335,0.000003116809,0.00001756726,0.0006428992],"genre_scores_gemma":[0.999281,0.00008369527,0.0005036005,0.0000059846,0.00007348089,0.000002733269,0.000001604714,0.00001577905,0.00003207675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.436444,"threshold_uncertainty_score":0.5025263,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2006357636","doi":"10.1504/ijmr.2008.016450","title":"An overview on micro-meso manufacturing techniques for micro-heat exchangers for turbine blade cooling","year":2007,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Turbine blade; Mechanical engineering; Heat exchanger; Machining; Turbine; Blade (archaeology); Manufacturing engineering; Subtractive color; Engineering; Jet engine; Process engineering","authors":[{"name":"James Eugene John Lambie","is_ca":true},{"name":"Fengfeng Xi","is_ca":true},{"name":"Bo Tan","is_ca":true},{"name":"B.A. Jubran","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06206416212923288,"gpt":0.4049759620614564,"spread":0.3429117999322235,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002283253,0.0002293412,0.0002808844,0.001057785,0.0001564733,0.0001585072,0.0007781708,0.0001496117,0.00002896276],"category_scores_gemma":[0.0001458929,0.0002149982,0.000187305,0.00006497327,0.00005770463,0.0003663136,0.00005465497,0.0006365202,0.000002275314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004477656,"about_ca_system_score_gemma":0.00003282484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001066783,"about_ca_topic_score_gemma":0.000005671425,"domain_scores_codex":[0.9979166,0.00003997773,0.0006167224,0.0002381767,0.0006680526,0.0005204041],"domain_scores_gemma":[0.9982103,0.0007233173,0.0001272919,0.0002125915,0.0005548263,0.0001716488],"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":[0.003682124,0.0004252273,0.0001060038,0.0008110299,0.0007028172,0.0001774139,0.001216182,0.2349025,0.3212996,0.0004697055,0.008695266,0.4275121],"study_design_scores_gemma":[0.000609318,0.0003818245,0.0002019918,0.0003810853,0.00001056007,0.00006344288,0.00009306268,0.001670143,0.9643706,0.001528387,0.03048263,0.0002069163],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3575108,0.001277065,0.6372889,0.0006746608,0.0012359,0.0009836486,0.00009139264,0.0004600997,0.0004775749],"genre_scores_gemma":[0.8771365,0.001402291,0.1194687,0.0001641276,0.001468972,0.00004857007,0.00004476678,0.0001191972,0.0001468444],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.643071,"threshold_uncertainty_score":0.8767374,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1980155532","doi":"10.1504/ijmr.2008.017414","title":"Dynamic modelling of a 4-DOF parallel kinematic machine with revolute actuators","year":2008,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Robotic Mechanisms and Dynamics","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University","funders":"","keywords":"Revolute joint; Parallel manipulator; Kinematics; Actuator; Degrees of freedom (physics and chemistry); Rotation (mathematics); Translation (biology); Control theory (sociology); Inverse dynamics; Inverse kinematics; Torque; Computer science; Screw theory; Position (finance); Forward kinematics; Control engineering; Robot; Engineering; Artificial intelligence; Physics; Classical mechanics","authors":[{"name":"Dan Zhang","is_ca":true},{"name":"Stefan Staicu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04831013404854814,"gpt":0.2888157613285296,"spread":0.2405056272799815,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005875808,0.0001280148,0.0002555975,0.0005308679,0.00005216909,0.00002523959,0.0005598564,0.00005445591,0.00007019324],"category_scores_gemma":[0.00003852506,0.00009841943,0.00009322104,0.00008777424,0.00007228963,0.0001921666,0.00006175957,0.0005370924,0.000007258277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000176994,"about_ca_system_score_gemma":0.00006709134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000299781,"about_ca_topic_score_gemma":0.000007740279,"domain_scores_codex":[0.9978147,0.00003974269,0.0004987143,0.000102487,0.001301578,0.0002427987],"domain_scores_gemma":[0.9989977,0.0001821481,0.0001438381,0.0001631342,0.0004061131,0.0001070145],"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":[0.0001131964,0.00004304713,0.0001117025,0.00006880569,0.0002061683,0.0002541111,0.0002717365,0.9970399,0.0001351904,0.000385893,0.00006644845,0.001303794],"study_design_scores_gemma":[0.0009498712,0.0001858151,0.00102807,0.0004101395,0.00001505639,0.0009893653,0.00008706636,0.9883496,0.001962179,0.005795132,0.00007371184,0.0001540602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.355657,0.0001367963,0.6435216,0.0001032212,0.0001742345,0.00006628921,0.000004248833,0.00001432182,0.0003222419],"genre_scores_gemma":[0.7916058,0.0005795144,0.2075861,0.000004403736,0.00005462963,0.00000198507,0.000002659955,0.00002678556,0.0001381974],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4359487,"threshold_uncertainty_score":0.4013428,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2116054967","doi":"10.1504/ijmr.2008.016452","title":"A design and development of Pico- and Femto-satellites","year":2007,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Spacecraft Design and Technology","field":"Engineering","cited_by":9,"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":"Femto-; Systems engineering; Satellite; Aerospace engineering; Engineering; Communications satellite; Computer science; Remote sensing; Telecommunications; Geology; Computer network","authors":[{"name":"M. Alger","is_ca":true},{"name":"Krishna Dev Kumar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06210088016076625,"gpt":0.3348875943090677,"spread":0.2727867141483014,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001598939,0.00006191043,0.0001068391,0.0006002061,0.00002729821,0.00002882913,0.0002023715,0.00005753007,0.00002099685],"category_scores_gemma":[0.00006340022,0.00005402381,0.00001355531,0.00003950371,0.00007869963,0.00007940616,0.0000626008,0.0002818765,0.000002475788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006760046,"about_ca_system_score_gemma":0.0000304401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000230598,"about_ca_topic_score_gemma":0.000002215345,"domain_scores_codex":[0.999052,0.00002198391,0.0002742098,0.00006296518,0.0004262855,0.0001625712],"domain_scores_gemma":[0.999298,0.0003740746,0.00004585647,0.00004817844,0.0001711767,0.00006270107],"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":[0.0003031555,0.00006124499,0.003646741,0.00009189957,0.0004339812,0.0003415848,0.002273256,0.0007941896,0.163633,0.000259063,0.0002432104,0.8279186],"study_design_scores_gemma":[0.0003529561,0.00005900336,0.01770867,0.00006646472,0.000001982096,0.0001910433,0.0001706495,0.0002374254,0.9760788,0.000919844,0.004157614,0.00005552843],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9350773,0.0009399522,0.06348974,0.00009764432,0.0001185177,0.00005124419,2.467934e-7,0.00001502935,0.0002103538],"genre_scores_gemma":[0.9614016,0.0003853924,0.03812115,0.000003754524,0.00004846087,7.237866e-7,2.181939e-7,0.000009246637,0.00002949128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8278631,"threshold_uncertainty_score":0.2203027,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2296199082","doi":"10.1504/ijmr.2015.069715","title":"A cost-based model to select best capacity scaling policy for reconfigurable manufacturing systems","year":2015,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Scaling; Computer science; Reliability engineering; Industrial engineering; Engineering; Mathematics","authors":[{"name":"Shady Elmasry","is_ca":false},{"name":"Ayman M. A. Youssef","is_ca":true},{"name":"Mohamed A. Wahby Shalaby","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2139373068146308,"gpt":0.3844161616884749,"spread":0.170478854873844,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003417803,0.0003516327,0.0005520821,0.002171083,0.0001704169,0.000617708,0.001338973,0.0002153372,0.00001776039],"category_scores_gemma":[0.0004514918,0.0003189099,0.0002492244,0.0001791451,0.00006602876,0.0004438545,0.00006142006,0.0009186849,0.00009042407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001857654,"about_ca_system_score_gemma":0.0005591934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005602685,"about_ca_topic_score_gemma":0.00004721524,"domain_scores_codex":[0.9957507,0.0001489983,0.001019456,0.0003435188,0.001792412,0.0009449148],"domain_scores_gemma":[0.9968255,0.0005210247,0.0002109493,0.0003494092,0.001375496,0.0007176806],"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":[0.0002589157,0.00005965919,0.000018576,0.0002342453,0.0002421931,0.00003923046,0.0004532801,0.9824794,0.001984293,0.00007809308,0.005955171,0.008196962],"study_design_scores_gemma":[0.001944909,0.0002772022,0.0000528279,0.0008862765,0.00002151647,0.0002471996,0.0005001517,0.1644276,0.7887019,0.001047179,0.04144328,0.0004499775],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9216107,0.0003974318,0.06333478,0.001388711,0.004249352,0.001376933,0.0001195098,0.0001909921,0.007331596],"genre_scores_gemma":[0.9946536,0.00004172606,0.001884963,0.00007140508,0.001969452,0.0001149079,0.00001082153,0.0001060886,0.001147032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8180518,"threshold_uncertainty_score":0.9999263,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2035530332","doi":"10.1504/ijmr.2009.022743","title":"On-line monitoring of surface roughness in turning operations with opto-electrical transducer","year":2009,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada; Western University","funders":"","keywords":"Transducer; Surface roughness; Surface finish; Line (geometry); Acoustics; Vibration; Artificial neural network; Mechanical engineering; Engineering; Computer science; Materials science; Artificial intelligence; Mathematics; Physics; Composite material","authors":[{"name":"Avisekh Banerjee","is_ca":true},{"name":"Evgueni V. Bordatchev","is_ca":true},{"name":"S.K. Choudhury","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03396429738850459,"gpt":0.3615791170339878,"spread":0.3276148196454832,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004275726,0.0000929481,0.0001540548,0.0003904315,0.00003711355,0.00005324127,0.0003079247,0.00004449155,0.0000168161],"category_scores_gemma":[0.00009062411,0.00007648933,0.00003452707,0.0001778513,0.00002114199,0.0003041776,0.00001082238,0.0006301552,0.000001046708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001638036,"about_ca_system_score_gemma":0.00004924092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008363973,"about_ca_topic_score_gemma":0.000003632495,"domain_scores_codex":[0.9986203,0.000033604,0.0003378916,0.00009375216,0.0007265691,0.0001878397],"domain_scores_gemma":[0.9992747,0.0001941628,0.0000466951,0.00006911151,0.0003630113,0.00005231547],"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":[0.0001828131,0.00006311751,0.0003896831,0.00001002853,0.00002996384,0.00004268056,0.0003391423,0.9802088,0.002515335,0.0001113297,0.000005377915,0.01610174],"study_design_scores_gemma":[0.002538065,0.001087546,0.02180353,0.001101325,0.00001155894,0.0001065614,0.0002618634,0.1671763,0.8039561,0.001473382,0.0001990503,0.0002847685],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9481164,0.0001815882,0.05090028,0.0002684922,0.00017528,0.00005869617,0.000001587049,0.00001485128,0.0002828748],"genre_scores_gemma":[0.9908276,0.000252986,0.008717087,0.000006069721,0.0001497699,0.000001045064,0.00000187774,0.00001501542,0.0000285899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8130325,"threshold_uncertainty_score":0.3119144,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1998497703","doi":"10.1504/ijmr.2008.017417","title":"A motion simulation method for reconfigurable machines","year":2008,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Motion (physics); Computer science; Simulation; Engineering; Artificial intelligence","authors":[{"name":"Fengfeng Xi","is_ca":true},{"name":"Qiang Sun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1155153598640816,"gpt":0.4085105358967988,"spread":0.2929951760327172,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00110613,0.00007814482,0.0001233353,0.000391234,0.00008770449,0.00005171913,0.0003608957,0.00005181876,0.000152864],"category_scores_gemma":[0.0002118728,0.00006788065,0.00009546143,0.00004814788,0.00002425512,0.0002362307,0.00001656562,0.0003023672,0.00001451481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001371827,"about_ca_system_score_gemma":0.0000252875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001908276,"about_ca_topic_score_gemma":0.000003046155,"domain_scores_codex":[0.9987101,0.00005532458,0.0003328617,0.00009105635,0.0006279657,0.0001826687],"domain_scores_gemma":[0.9986814,0.0004650707,0.00006314223,0.00008760682,0.0006391829,0.00006365305],"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":[0.00006275361,0.00002046085,0.00007239258,0.00001852369,0.00007813932,0.00003283819,0.0002243005,0.8603418,0.002306293,0.00006579539,0.0008170955,0.1359596],"study_design_scores_gemma":[0.0004518181,0.00009648041,0.00196109,0.00007043014,0.00000560886,0.0002997006,0.00004497516,0.5797108,0.3953477,0.003660824,0.01822298,0.0001275956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1994374,0.0001584714,0.797627,0.0002676757,0.0009281981,0.000124433,0.000006172021,0.00002631755,0.001424435],"genre_scores_gemma":[0.9836031,0.0001782322,0.01525205,0.00001313546,0.0005527957,0.000005426595,0.000003783157,0.00001931115,0.0003721944],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7841657,"threshold_uncertainty_score":0.2768093,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2016905867","doi":"10.1504/ijmr.2006.011353","title":"On the B-spline interpolated tool trajectories for five-axis sculptured surface machining","year":2006,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Machining; Interpolation (computer graphics); Spline (mechanical); Machine tool; Spline interpolation; Geometry; Algorithm; B-spline; Mathematics; Numerical control; Surface (topology); Computer science; Engineering; Mathematical analysis; Computer vision; Mechanical engineering; Motion (physics); Bilinear interpolation","authors":[{"name":"O. Remus Tutunea‐Fatan","is_ca":true},{"name":"Hsi-Yung Feng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.024362449723895,"gpt":0.3343265248071011,"spread":0.3099640750832061,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001018991,0.0001409524,0.0001988598,0.0002886752,0.0001062774,0.0001286315,0.0007399753,0.00006130365,0.00008558118],"category_scores_gemma":[0.0003539151,0.00009421622,0.0001871687,0.0001242788,0.00007374993,0.0001844494,0.00006614997,0.0007146893,0.000008093513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002849849,"about_ca_system_score_gemma":0.00002054396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005082887,"about_ca_topic_score_gemma":0.00001327779,"domain_scores_codex":[0.9981872,0.00007447168,0.0004583145,0.0001292091,0.0008790913,0.0002716635],"domain_scores_gemma":[0.9978955,0.001327827,0.0001056655,0.0001502162,0.0004790072,0.00004181695],"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":[0.001357671,0.0003045916,0.0005766156,0.00008107741,0.001367549,0.0001704958,0.0006956942,0.8545491,0.06386554,0.007652839,0.03365268,0.03572616],"study_design_scores_gemma":[0.0008670591,0.0003229014,0.003281304,0.0002882168,0.00002476681,0.00005840001,0.0001518361,0.04143105,0.8846849,0.04985208,0.01872917,0.0003082664],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480658,0.0001583089,0.04934021,0.001304413,0.0003387903,0.0001644326,0.0000194334,0.00008338909,0.0005252261],"genre_scores_gemma":[0.9949316,0.00004307353,0.004204787,0.00003424379,0.0003935504,0.000008972255,0.000008167828,0.00003156695,0.0003440568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8208194,"threshold_uncertainty_score":0.3842026,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3037138467","doi":"10.1504/ijmr.2021.114003","title":"A numerical investigation of friction stir welding parameters in joining dissimilar aluminium alloys using finite element method","year":2021,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Friction stir welding; Aluminium; Finite element method; Welding; Materials science; Metallurgy; Friction welding; Structural engineering; Mechanical engineering; Engineering","authors":[{"name":"Mahmoud Moradi","is_ca":false},{"name":"Mohammad Saleh Meiabadi","is_ca":true},{"name":"Vincent Demers","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0803716497375518,"gpt":0.390754802392015,"spread":0.3103831526544632,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001891645,0.0001275711,0.0002842647,0.001007283,0.00004397015,0.00006623603,0.0003581584,0.00007970877,0.00004563165],"category_scores_gemma":[0.000505515,0.0001332064,0.0001402185,0.0003540022,0.00003651725,0.0003464666,0.0001159851,0.0007214638,9.198254e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006389346,"about_ca_system_score_gemma":0.00008239553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000634394,"about_ca_topic_score_gemma":0.000006993339,"domain_scores_codex":[0.9974129,0.0002502803,0.0007768268,0.0001732284,0.001117981,0.0002688279],"domain_scores_gemma":[0.9983683,0.0006878826,0.0002201537,0.0001515788,0.0004786741,0.00009336343],"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":[0.00003487266,0.00002436394,0.003017986,0.00003773726,0.0001872958,0.0001797141,0.0003661031,0.9609099,0.0303943,0.00002793958,0.00005248026,0.004767295],"study_design_scores_gemma":[0.0002773168,0.00003973769,0.002262836,0.0003822894,0.00001734768,0.00006500062,0.0002773327,0.2113781,0.7830355,0.001972666,0.0001886981,0.000103135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.630964,0.0000830553,0.3683539,0.0002465087,0.0002159617,0.00004998962,0.000003029484,0.00002105975,0.00006248147],"genre_scores_gemma":[0.7903122,0.0001572071,0.2093866,0.000014801,0.00009266464,0.000003369779,0.000004663008,0.00002207372,0.000006441497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7526412,"threshold_uncertainty_score":0.5431999,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1992253839","doi":"10.1504/ijmr.2010.029667","title":"Data integration from product design to assembly planning in a collaborative environment","year":2009,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Key (lock); Systems engineering; Product design; Interface (matter); Downstream (manufacturing); Product (mathematics); Process (computing); Manufacturing engineering; New product development; Product engineering; CAD; Concurrent engineering; Computer science; Engineering; Design review (U.S. government); Assembly modelling; Engineering drawing; Process integration; Process engineering; Operations management; Operating system","authors":[{"name":"Xiumei Kang","is_ca":true},{"name":"Qingjin Peng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08680504913414228,"gpt":0.3605177260806382,"spread":0.2737126769464959,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001235309,0.0001242977,0.0001632451,0.0006600809,0.0000398658,0.0001956214,0.0009630976,0.00004837379,0.00006195111],"category_scores_gemma":[0.0002238478,0.0001122995,0.00002037314,0.0001218689,0.00001501493,0.0005639259,0.0001056146,0.0004926767,0.00002026966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003384852,"about_ca_system_score_gemma":0.00006079852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002120697,"about_ca_topic_score_gemma":0.000006756607,"domain_scores_codex":[0.9981052,0.0001000964,0.0004207403,0.0002175493,0.0009328589,0.000223555],"domain_scores_gemma":[0.9991989,0.0001974244,0.00008066859,0.0002398645,0.0001899223,0.00009321841],"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":[0.0002058419,0.00005964527,0.00009151657,0.000004171612,0.00004955588,0.0001055888,0.001117328,0.9077006,0.003686082,0.000008297673,0.001913785,0.0850576],"study_design_scores_gemma":[0.001043996,0.0003070401,0.04954582,0.0006057211,0.0000106489,0.00001867368,0.0005202076,0.06123587,0.8757868,0.002004105,0.008597165,0.0003239842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6606123,0.0006860708,0.3345532,0.002275269,0.0006521032,0.0004289555,0.00004782958,0.0000444279,0.0006997708],"genre_scores_gemma":[0.979157,0.0002094479,0.02013356,0.00003605822,0.0003694975,0.000004949504,0.00003512835,0.00001494303,0.00003935813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8721007,"threshold_uncertainty_score":0.4579439,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2077030116","doi":"10.1504/ijmr.2012.045245","title":"Critical infrastructure protection security layer for DNP3 devices","year":2012,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer security; Critical infrastructure; Control system security; Computer science; Limiting; Confidentiality; Automation; Implementation; Security service; Security controls; Application layer; Critical infrastructure protection; Information security; Control (management); Network security policy; Engineering; Software","authors":[{"name":"Farhad Nabhani","is_ca":false},{"name":"Todd Mander","is_ca":true},{"name":"Simon Hodgson","is_ca":false},{"name":"P. W. Shelton","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04919281225965825,"gpt":0.3691048369902035,"spread":0.3199120247305453,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001138249,0.00009201841,0.0001172448,0.0003219249,0.00009740466,0.0001152164,0.0004334907,0.00009948698,0.0001079316],"category_scores_gemma":[0.0004676841,0.00007637929,0.00009146188,0.00005896568,0.0000795225,0.0006570566,0.00006218357,0.0007008705,0.00001542263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001764546,"about_ca_system_score_gemma":0.00003372295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007425103,"about_ca_topic_score_gemma":0.00000536986,"domain_scores_codex":[0.9983954,0.00005965595,0.0002719387,0.0000785004,0.0008381762,0.0003562912],"domain_scores_gemma":[0.9988121,0.0003641772,0.00004147371,0.00008070585,0.0005512921,0.0001502748],"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":[0.00473686,0.002431858,0.05335888,0.005196934,0.004113418,0.0005566498,0.03841116,0.1774026,0.1275482,0.02320657,0.1441931,0.4188437],"study_design_scores_gemma":[0.0009819268,0.0002207822,0.07233448,0.0003176871,0.00002170334,0.0007051635,0.0007304993,0.006242245,0.6997081,0.01403385,0.2043696,0.0003338845],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878758,0.0005298025,0.006470096,0.000789247,0.003432028,0.0001555115,0.00001156412,0.00003120563,0.0007047521],"genre_scores_gemma":[0.9965176,0.00006601027,0.0006465839,0.00002319191,0.002698673,0.00001131849,0.000001439749,0.00001540208,0.00001977246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5721599,"threshold_uncertainty_score":0.3114657,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1982316916","doi":"10.1504/ijmr.2006.011355","title":"Tool path planning for 3-axis machining","year":2006,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":3,"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","keywords":"Machining; Orientation (vector space); Tool path; Machine tool; Mechanical engineering; Surface (topology); Flexibility (engineering); Computer science; Engineering drawing; Engineering; Geometry; Mathematics","authors":[{"name":"Armando Roman‐Flores","is_ca":false},{"name":"Sanjeev Bedi","is_ca":false},{"name":"Fathy Ismail","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03467383690939353,"gpt":0.372723485301125,"spread":0.3380496483917315,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008219313,0.0001009509,0.0001698007,0.0005020002,0.00006435543,0.00009229103,0.0005204149,0.00004953349,0.00004161444],"category_scores_gemma":[0.0001374104,0.00008895015,0.0001396903,0.0000753363,0.00003709164,0.0001827846,0.00006169706,0.0004636348,0.00000589227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002404243,"about_ca_system_score_gemma":0.00001818665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001656853,"about_ca_topic_score_gemma":0.000001049588,"domain_scores_codex":[0.9983559,0.00003120738,0.0004278799,0.0001047217,0.0008123137,0.0002680325],"domain_scores_gemma":[0.9990169,0.0004165651,0.00008824395,0.00009463142,0.0003362814,0.00004731969],"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":[0.0004270189,0.0001860811,0.004147655,0.0001222216,0.0007122077,0.000576388,0.0003821979,0.6214474,0.03947388,0.001416798,0.02554636,0.3055618],"study_design_scores_gemma":[0.001234844,0.0002728719,0.01460181,0.0004196209,0.0000261028,0.0002141945,0.0001770775,0.02740795,0.7936687,0.06049046,0.1010409,0.0004454087],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7559339,0.0004349821,0.2403189,0.0002939018,0.000364094,0.0001142858,0.00001164707,0.0001112112,0.002417036],"genre_scores_gemma":[0.978291,0.00002374835,0.020746,0.00001353037,0.0007363029,0.00001012234,0.000005495073,0.00002742978,0.0001463781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7541949,"threshold_uncertainty_score":0.3627281,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4312567521","doi":"10.1504/ijmr.2022.127090","title":"Computational modelling of SLM additive manufacturing of metals","year":2022,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Selective laser melting; Prism; Materials science; Residual stress; Fusion; Metal powder; Thermal; Residual; Calibration; Compression (physics); Computer simulation; Layer (electronics); Process (computing); Mechanical engineering; Composite material; Computer science; Metallurgy; Algorithm; Metal; Engineering; Optics; Microstructure; Mathematics; Simulation; Thermodynamics","authors":[{"name":"Shubham Chaudhry","is_ca":true},{"name":"J.W. Tcheumanak Chuitcheu I.V. Tchouambe","is_ca":true},{"name":"Azzeddine Soulaïmani","is_ca":true},{"name":"Rajeev Das","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06396080071760661,"gpt":0.3187584681363783,"spread":0.2547976674187716,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001494369,0.0001652095,0.0003860178,0.0008947229,0.0001171728,0.00004682173,0.0008940465,0.00004436881,0.001468284],"category_scores_gemma":[0.00006549415,0.0001608426,0.0001800916,0.00009145806,0.0001244474,0.0002757606,0.0003232074,0.0006348023,0.000004791269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000218324,"about_ca_system_score_gemma":0.00009901262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003886177,"about_ca_topic_score_gemma":9.505671e-7,"domain_scores_codex":[0.9965698,0.0001738377,0.0008500913,0.0001546441,0.001974507,0.000277102],"domain_scores_gemma":[0.9980081,0.0007584072,0.0003804892,0.0001284462,0.0006432467,0.00008135402],"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":[0.0001984557,0.00007542362,0.00001615077,0.0001178581,0.0004169368,0.00006347834,0.0004687264,0.9904872,0.001426599,0.0001704202,0.0005744814,0.005984299],"study_design_scores_gemma":[0.0006020024,0.0001799186,0.000858528,0.0001255039,0.0000196,0.0001310622,0.0004701735,0.009859988,0.9717667,0.01001471,0.005811444,0.0001603829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737004,0.0003274864,0.02316217,0.00008982549,0.0009220787,0.0001205705,0.0003500585,0.00002383933,0.00130359],"genre_scores_gemma":[0.9973188,0.0001565623,0.002110072,0.00000891565,0.0002627422,0.00001054531,0.00003138936,0.00003650083,0.00006449503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9806272,"threshold_uncertainty_score":0.9994445,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2159636504","doi":"10.1504/ijmr.2012.048697","title":"Task scheduling and management using genetic algorithms with application in production process optimisation","year":2012,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Scheduling and Optimization Algorithms","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"British Columbia Knowledge Development Fund; Canada Research Chairs","keywords":"Unavailability; Scheduling (production processes); Computer science; Genetic algorithm scheduling; Unexpected events; Genetic algorithm; Task (project management); Schedule; Distributed computing; Dynamic priority scheduling; Two-level scheduling; Industrial engineering; Operations research; Reliability engineering; Engineering; Operations management; Machine learning; Systems engineering; Operating system","authors":[{"name":"L.B. Gamage","is_ca":true},{"name":"C.W. de Silva","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03284677024170914,"gpt":0.3295975687090703,"spread":0.2967507984673612,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008752124,0.00009303437,0.00009891778,0.0006536762,0.00005137728,0.00007733747,0.0001803135,0.00004499077,0.000005511156],"category_scores_gemma":[0.00002951085,0.00008384477,0.00001675934,0.0001641548,0.00003925492,0.0004395338,0.00003045996,0.0003081994,0.000002576949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002305949,"about_ca_system_score_gemma":0.0000198161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000984598,"about_ca_topic_score_gemma":0.000001931726,"domain_scores_codex":[0.9986218,0.00003962826,0.0002893615,0.0001161204,0.0007064435,0.0002266732],"domain_scores_gemma":[0.9994366,0.00003609508,0.00007987065,0.00008122886,0.0002836885,0.0000825585],"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":[0.00004082132,0.00004822296,0.004142477,0.00006302779,0.00006406236,0.0000113543,0.0005630897,0.9585862,0.0003460767,0.00001248155,0.000002806663,0.0361194],"study_design_scores_gemma":[0.001620646,0.00008451228,0.06364058,0.0006612297,0.00003721999,0.000767771,0.002031067,0.8506883,0.07943938,0.0004067651,0.0002479098,0.0003746127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8845642,0.0003400275,0.1143697,0.0001177885,0.0003291492,0.0001653286,5.94435e-7,0.0000212682,0.00009191727],"genre_scores_gemma":[0.8592279,0.0003178426,0.1399958,0.000004617473,0.0004104578,0.00001122133,0.000002225753,0.00001956334,0.00001042403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1078979,"threshold_uncertainty_score":0.341909,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2125551950","doi":"10.1504/ijmr.2007.015084","title":"A geometric method for three-dimensional modelling of surface finish in grinding","year":2007,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":2,"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":"Grinding; Ellipsoid; Surface roughness; Surface (topology); Consistency (knowledge bases); Surface finish; Chip; Kinematics; Materials science; Geometric modeling; Engineering drawing; Mechanical engineering; Geometry; Computer science; Mathematics; Engineering; Geology; Composite material; Physics; Classical mechanics","authors":[{"name":"Ahmad Ghasempoor","is_ca":true},{"name":"Yuming Yang","is_ca":true},{"name":"Fengfeng Xi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.078377223815085,"gpt":0.3893793483116415,"spread":0.3110021244965565,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003126769,0.00008500046,0.0001747228,0.001082956,0.00003477181,0.00002962611,0.0003440524,0.00006315268,0.00001706403],"category_scores_gemma":[0.0002238865,0.00008163878,0.00007305884,0.0002528076,0.00002025018,0.0002327837,0.00005426213,0.0004256777,7.749338e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001853315,"about_ca_system_score_gemma":0.00004190898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003191746,"about_ca_topic_score_gemma":0.00003506378,"domain_scores_codex":[0.9983356,0.00001927676,0.00052563,0.0001027775,0.0007570735,0.0002596305],"domain_scores_gemma":[0.9979156,0.00126304,0.0001312708,0.00006400406,0.0005680825,0.00005797783],"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":[0.0001725875,0.0000284685,0.0006450223,0.00005269071,0.00004716766,0.00001937629,0.00008587851,0.9753353,0.0005211258,0.00007792107,0.0000243594,0.02299009],"study_design_scores_gemma":[0.001067039,0.00009850033,0.002600957,0.0002671098,0.000005824048,0.00004678554,0.00006965483,0.8364815,0.1542462,0.0045462,0.0004486778,0.0001215587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3875152,0.0002254697,0.6117886,0.0000375296,0.0002530246,0.00006501863,0.00000367448,0.000007232026,0.0001041563],"genre_scores_gemma":[0.8219917,0.00005779093,0.1777797,0.000003452472,0.0001249066,0.000001085301,0.000002765556,0.0000188391,0.00001969624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4344765,"threshold_uncertainty_score":0.3329133,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1980436558","doi":"10.1504/ijmr.2007.013426","title":"Reliability tradeoffs of a complex mechatronic system in the early design stage","year":2007,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Petri Nets in System Modeling","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Reliability engineering; Reliability (semiconductor); Mechatronics; Computer science; Petri net; Axiomatic design; Fuzzy logic; Class (philosophy); Engineering; Distributed computing; Artificial intelligence","authors":[{"name":"Saeed Behbahani","is_ca":true},{"name":"Clarence W. de Silva","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1473432982162725,"gpt":0.3862533199988674,"spread":0.2389100217825949,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02568856,0.0001073936,0.0002358693,0.0009392184,0.00007060064,0.0001940426,0.004281352,0.00006649698,0.000008225225],"category_scores_gemma":[0.0003372221,0.00007492184,0.0001237854,0.0003148557,0.00008688432,0.000498503,0.0002971674,0.0007912309,0.000006288512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006978955,"about_ca_system_score_gemma":0.0002180415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001900321,"about_ca_topic_score_gemma":0.0000150421,"domain_scores_codex":[0.9943941,0.0008188203,0.001013576,0.0002218625,0.003145822,0.0004057717],"domain_scores_gemma":[0.9960486,0.002250506,0.0004073902,0.0004597582,0.0007563022,0.00007743479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.004806829,0.003018776,0.01497013,0.00146635,0.00128364,0.01126886,0.06526766,0.4042332,0.05892159,0.175351,0.002425733,0.2569862],"study_design_scores_gemma":[0.007155419,0.002269094,0.4071136,0.002938203,0.00002369967,0.003185769,0.009205513,0.159621,0.3806098,0.02035448,0.006637006,0.0008863702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.54324,0.00008086297,0.4553694,0.0003299825,0.0003394677,0.0001617108,0.000001669822,0.000009678266,0.0004672015],"genre_scores_gemma":[0.9832152,0.00001134245,0.01653747,0.00001591811,0.0001773026,0.000002730417,2.29887e-7,0.000007580757,0.00003223459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4399752,"threshold_uncertainty_score":0.8903195,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2016814109","doi":"10.1504/ijmr.2013.057750","title":"Parametric simulation of tool and workpiece interaction in broaching operation","year":2013,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University","funders":"","keywords":"Broaching; Parametric statistics; Oblique case; Engineering; Parametric model; Spline (mechanical); Structural engineering; Mechanical engineering; Enhanced Data Rates for GSM Evolution; Intersection (aeronautics); Engineering drawing; Computer science; Mathematics","authors":[{"name":"Ali Hosseini","is_ca":true},{"name":"Hossam A. Kishawy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03543826490629944,"gpt":0.3595651119114366,"spread":0.3241268470051372,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004948436,0.00006059639,0.0001015968,0.0007499974,0.00002401575,0.00009675667,0.0001434403,0.00004147239,0.00006190789],"category_scores_gemma":[0.0002667628,0.00005621164,0.0000217261,0.0001171624,0.00001937491,0.0008757723,0.00003659691,0.0003562107,0.000004072105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001239246,"about_ca_system_score_gemma":0.00001392403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003663695,"about_ca_topic_score_gemma":0.000004565769,"domain_scores_codex":[0.9990098,0.00004005433,0.0003642145,0.00006995022,0.0004098652,0.0001060845],"domain_scores_gemma":[0.9991549,0.0003700003,0.00009046467,0.00004766673,0.0003087693,0.00002826292],"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":[0.00002716905,0.00001401956,0.001099993,0.00002432441,0.00001733548,0.000002526118,0.0002563822,0.92198,0.000563831,0.00002304302,0.000011373,0.07598002],"study_design_scores_gemma":[0.0005328948,0.00006433293,0.02725266,0.00021691,0.000002976927,0.00002265081,0.0002781511,0.946927,0.02290972,0.001488001,0.0002192933,0.00008539637],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389119,0.0001578947,0.06033593,0.00008223559,0.0002333809,0.00008495329,5.699979e-7,0.000009124103,0.0001840276],"genre_scores_gemma":[0.9968118,0.0002862073,0.002773579,0.000005033096,0.00009175768,0.000003231563,0.000002373924,0.00001078247,0.00001522232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07589462,"threshold_uncertainty_score":0.2292244,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2150431830","doi":"10.1504/ijmr.2012.045242","title":"A measurement system with contour tracking for repair of components","year":2012,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Tracking (education); Computer vision; Displacement (psychology); Artificial intelligence; System of measurement; Tracking system; Cladding (metalworking); Computer science; Laser; Engineering; Acoustics; Optics; Materials science; Physics; Kalman filter","authors":[{"name":"Yangsheng Li","is_ca":true},{"name":"Lijue Xue","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1052665269359847,"gpt":0.3278590277842544,"spread":0.2225925008482697,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002111065,0.0001104457,0.0002247264,0.0002816414,0.00004849953,0.00005127756,0.0003342993,0.00004146209,0.00002749302],"category_scores_gemma":[0.00009802058,0.00008328674,0.00009436063,0.0000300925,0.00004353377,0.0002875933,0.00003777604,0.0001951505,0.000003187523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002959719,"about_ca_system_score_gemma":0.00003545159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001920696,"about_ca_topic_score_gemma":0.00000321241,"domain_scores_codex":[0.9979071,0.00005600318,0.0004121661,0.00007377395,0.001265746,0.000285235],"domain_scores_gemma":[0.9983329,0.0001765906,0.0001579566,0.00008794734,0.001147718,0.00009692751],"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":[0.01723944,0.002830609,0.03910857,0.02847564,0.02090346,0.0007511476,0.01149883,0.1640232,0.5686195,0.007315271,0.02086313,0.1183711],"study_design_scores_gemma":[0.0009441476,0.0001679596,0.03194436,0.0009978943,0.00002147389,0.0001295111,0.0003806583,0.0002231659,0.9580729,0.00007088506,0.006924371,0.0001226574],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859353,0.0005690215,0.01174011,0.00004176066,0.0009263754,0.0001726018,0.00002294636,0.00004699485,0.0005449143],"genre_scores_gemma":[0.9983847,0.00002980693,0.0008006052,0.000003193461,0.0007289494,0.00001116857,0.000002434116,0.00002682034,0.00001233353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3894534,"threshold_uncertainty_score":0.3396335,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2115543022","doi":"10.1504/ijmr.2007.013427","title":"Performance of a real-time local thermal management system for casting dies with multiple cooling channels","year":2007,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Ontario; University of Windsor","keywords":"Die (integrated circuit); Die casting; Temperature control; Controller (irrigation); Mechanical engineering; Casting; Process (computing); Thermal; Engineering; Water cooling; Control system; Computer science; Materials science; Electrical engineering; Composite material","authors":[{"name":"Tiebao Yang","is_ca":true},{"name":"Henry Hu","is_ca":true},{"name":"Xiang Chen","is_ca":true},{"name":"Yeou li Chu","is_ca":false},{"name":"Patrick Cheng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0262062589012346,"gpt":0.2886960859738389,"spread":0.2624898270726043,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001379249,0.00008871661,0.0001484604,0.0004085329,0.00006089779,0.00003607961,0.000264399,0.00003778902,0.000008174588],"category_scores_gemma":[0.00001446252,0.00007200684,0.00005069716,0.00006401283,0.00004439334,0.0001777018,0.00002717443,0.0001889482,0.00000232098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002186478,"about_ca_system_score_gemma":0.0000180354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001720058,"about_ca_topic_score_gemma":0.000004162476,"domain_scores_codex":[0.998575,0.00001940429,0.0003807682,0.00007946812,0.0006845556,0.0002608577],"domain_scores_gemma":[0.999079,0.0002927088,0.00004536365,0.00006548686,0.0004541993,0.00006322016],"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":[0.001064364,0.00002744571,0.0008046756,0.0005766501,0.000288406,0.00009450099,0.0005921284,0.9644254,0.00683443,0.00001989331,0.00001683345,0.02525522],"study_design_scores_gemma":[0.00159644,0.0002863974,0.01089499,0.001295121,0.00002044469,0.000126986,0.0008215503,0.3726393,0.6120415,0.000004202576,0.0001403326,0.0001327806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8509428,0.00002535875,0.1474727,0.00001514131,0.0002290162,0.0001471364,0.000004404886,0.00002315936,0.001140289],"genre_scores_gemma":[0.9953047,0.00006965392,0.004298805,0.000001215741,0.0002487092,0.000004962398,0.00000308422,0.0000236821,0.00004518817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.605207,"threshold_uncertainty_score":0.2936354,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1988656976","doi":"10.1504/ijmr.2010.029665","title":"Feature and Product Markup Languages in service-oriented CAX collaboration","year":2009,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Markup language; Computer science; Feature (linguistics); Product (mathematics); Software engineering; Service (business); Concurrent engineering; Time to market; XHTML; Programming language; XML; Engineering; World Wide Web; Linguistics; Operations management; Mathematics; Business","authors":[{"name":"A. Khaled","is_ca":true},{"name":"Yongsheng Ma","is_ca":true},{"name":"James Miller","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01348351734794848,"gpt":0.3161983901906699,"spread":0.3027148728427214,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005634018,0.00009556819,0.0001229389,0.0005717864,0.00003687758,0.000141048,0.0002400908,0.00005696797,0.00002874509],"category_scores_gemma":[0.00009397617,0.00008505056,0.00001931525,0.0001725443,0.00001580816,0.0003589634,0.00003091989,0.0004546803,0.000002963624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001540471,"about_ca_system_score_gemma":0.00003794922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001674389,"about_ca_topic_score_gemma":0.0000551403,"domain_scores_codex":[0.9988348,0.00004212882,0.0002105438,0.0001158115,0.0006153195,0.000181322],"domain_scores_gemma":[0.9992779,0.00005746505,0.00005854654,0.00008317863,0.0004601172,0.00006275027],"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":[0.001106339,0.0003472072,0.007633103,0.0005509217,0.0003314182,0.001056375,0.00854509,0.5933342,0.01388304,0.0007101313,0.01609598,0.3564062],"study_design_scores_gemma":[0.003117193,0.0002913181,0.3744751,0.000833975,0.00001723759,0.0003064699,0.001740952,0.01503208,0.557072,0.001835,0.0447421,0.0005365208],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908771,0.0007737321,0.0002932579,0.006491583,0.0003280603,0.0001138656,0.000004753158,0.00002847982,0.00108916],"genre_scores_gemma":[0.9977654,0.0004859325,0.001132254,0.00005619294,0.0003084153,0.000002107908,0.000007826317,0.00001151185,0.0002303106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5783021,"threshold_uncertainty_score":0.3468261,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391660666","doi":"10.1504/ijmr.2024.136569","title":"Decision support tools for product customisation: an in-depth review","year":2024,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Product (mathematics); Engineering; Manufacturing engineering; Computer science; Process management; Engineering drawing; Operations management; Systems engineering; Engineering management; Mathematics; Geometry","authors":[{"name":"Carter Powell","is_ca":true},{"name":"Sheng Yang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1035350243978899,"gpt":0.3960057249524944,"spread":0.2924707005546044,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004734636,0.0001054199,0.0001688731,0.001122568,0.00006865255,0.0009176319,0.0006342921,0.00003508685,0.0003751921],"category_scores_gemma":[0.001320978,0.00008593046,0.00008495378,0.0002791373,0.00002832933,0.00366232,0.0001228283,0.0003196049,0.000125421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001972174,"about_ca_system_score_gemma":0.0001865963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001349404,"about_ca_topic_score_gemma":0.00002241718,"domain_scores_codex":[0.9978011,0.00002463869,0.00055868,0.0002453929,0.001146185,0.0002239762],"domain_scores_gemma":[0.9984055,0.0002406796,0.0001452167,0.000134109,0.001055214,0.00001926123],"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":[0.0003364985,0.0001095239,0.0007274726,0.0009505734,0.00006890566,0.0001529632,0.00009838927,0.0002468965,0.0003455862,0.002391597,0.05676502,0.9378065],"study_design_scores_gemma":[0.0009167589,0.00005017301,0.01314585,0.004024187,0.00002884896,0.00008557237,0.0000980132,0.0008299751,0.007770883,0.01750574,0.9553014,0.0002425846],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8914412,0.01062565,0.007674464,0.05477479,0.01471091,0.003059336,0.00001132641,0.0002011319,0.01750117],"genre_scores_gemma":[0.9915735,0.001321014,0.001254817,0.0005243564,0.00469471,0.0000313636,0.00005984964,0.00002967463,0.0005106991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.937564,"threshold_uncertainty_score":0.8848746,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2086771497","doi":"10.1504/ijmr.2011.037914","title":"Experimental real-time Active Vibration Control of cantilever beam","year":2011,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cantilever; Vibration; Active vibration control; Vibration control; Beam (structure); Actuator; Computer science; Engineering; Control (management); Control theory (sociology); Structural engineering; Acoustics; Artificial intelligence; Physics","authors":[{"name":"Yong Xia","is_ca":true},{"name":"Ahmad Ghasempoor","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05535950207037551,"gpt":0.3639271601246746,"spread":0.3085676580542991,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004796484,0.00009632781,0.0001718553,0.0004321277,0.00003389768,0.00002081997,0.0004788094,0.00006973997,0.0003620076],"category_scores_gemma":[0.00005142139,0.00008683883,0.00007223584,0.00004374938,0.00006774454,0.0002668161,0.00005296496,0.0003733558,0.00001114481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003795058,"about_ca_system_score_gemma":0.00005309691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001789907,"about_ca_topic_score_gemma":0.000001317125,"domain_scores_codex":[0.9983813,0.00006010664,0.0004096331,0.00008524543,0.0008553424,0.0002084171],"domain_scores_gemma":[0.999056,0.000164619,0.0001307904,0.0001110414,0.0004480929,0.00008938924],"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":[0.002947143,0.0002969969,0.002415268,0.0001628555,0.001098481,0.0003652743,0.007870244,0.003148702,0.9191367,0.0002212129,0.004492831,0.0578443],"study_design_scores_gemma":[0.0003899736,0.0001604063,0.06156135,0.00009522082,0.000003655868,0.00004838687,0.0001104521,0.0002451864,0.936775,0.0004109286,0.0001353341,0.00006409542],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964636,0.00005641905,0.0003679927,0.00003309205,0.0007035242,0.0001161668,0.00001139586,0.00004645954,0.002201375],"genre_scores_gemma":[0.997525,0.00007484252,0.001954808,0.000004281351,0.0003735961,0.000005149024,0.000001397048,0.00002137016,0.00003955057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05914608,"threshold_uncertainty_score":0.3963729,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4242839514","doi":"10.1504/ijmr.2017.086167","title":"A ladle heat loss model for daily production","year":2017,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Ladle; Tundish; Caster; Liquid steel; TRAC; Rule of thumb; Engineering; Continuous casting; Mechanical engineering; Materials science; Metallurgy; Nuclear engineering; Computer science","authors":[{"name":"Keyvan Rahmani","is_ca":true},{"name":"Vincent Thomson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08532663580103608,"gpt":0.3779987453025901,"spread":0.2926721095015541,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009075281,0.0000778188,0.0001224132,0.0001708259,0.000164223,0.0002401629,0.0008336358,0.00004760686,0.00003138597],"category_scores_gemma":[0.0002757957,0.00006265714,0.00009453848,0.00001256358,0.00006390159,0.0003954342,0.00008093377,0.000339863,0.000009988196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001237579,"about_ca_system_score_gemma":0.00003652772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008015154,"about_ca_topic_score_gemma":0.00000910809,"domain_scores_codex":[0.9988199,0.0000126551,0.0002370174,0.00009791199,0.0006383227,0.0001941376],"domain_scores_gemma":[0.9990762,0.0000722902,0.00006077371,0.000186,0.0005296908,0.00007504354],"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":[0.000293421,0.00007373237,0.00005959011,0.0001267265,0.0002709281,0.00006083401,0.0002041679,0.974869,0.004569718,0.0008142811,0.001249561,0.01740801],"study_design_scores_gemma":[0.0005847003,0.00004889467,0.001070176,0.0001063342,0.000007848264,0.0001014138,0.00002266035,0.9386423,0.03376574,0.02110917,0.004433981,0.0001067952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9187439,0.0001170134,0.07681216,0.001421489,0.001153361,0.0001118529,0.000008532152,0.0000184161,0.00161326],"genre_scores_gemma":[0.9972094,0.000201172,0.001035797,0.00000661522,0.0007247316,0.000006320578,0.000001873727,0.00002068678,0.0007934599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07846543,"threshold_uncertainty_score":0.2555084,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2745247825","doi":"10.1504/ijmr.2017.10006969","title":"A ladle heat loss model for daily production","year":2017,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Ladle; Production (economics); Environmental science; Engineering; Mechanical engineering; Economics","authors":[{"name":"Keyvan Rahmani","is_ca":true},{"name":"Vincent Thomson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08532663580103608,"gpt":0.3779987453025901,"spread":0.2926721095015541,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009075281,0.0000778188,0.0001224132,0.0001708259,0.000164223,0.0002401629,0.0008336358,0.00004760686,0.00003138597],"category_scores_gemma":[0.0002757957,0.00006265714,0.00009453848,0.00001256358,0.00006390159,0.0003954342,0.00008093377,0.000339863,0.000009988196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001237579,"about_ca_system_score_gemma":0.00003652772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008015154,"about_ca_topic_score_gemma":0.00000910809,"domain_scores_codex":[0.9988199,0.0000126551,0.0002370174,0.00009791199,0.0006383227,0.0001941376],"domain_scores_gemma":[0.9990762,0.0000722902,0.00006077371,0.000186,0.0005296908,0.00007504354],"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":[0.000293421,0.00007373237,0.00005959011,0.0001267265,0.0002709281,0.00006083401,0.0002041679,0.974869,0.004569718,0.0008142811,0.001249561,0.01740801],"study_design_scores_gemma":[0.0005847003,0.00004889467,0.001070176,0.0001063342,0.000007848264,0.0001014138,0.00002266035,0.9386423,0.03376574,0.02110917,0.004433981,0.0001067952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9187439,0.0001170134,0.07681216,0.001421489,0.001153361,0.0001118529,0.000008532152,0.0000184161,0.00161326],"genre_scores_gemma":[0.9972094,0.000201172,0.001035797,0.00000661522,0.0007247316,0.000006320578,0.000001873727,0.00002068678,0.0007934599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07846543,"threshold_uncertainty_score":0.2555084,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2165711587","doi":"10.1504/ijmr.2011.043236","title":"Engineering management education for advanced manufacturing: a North American survey","year":2011,"lang":"en","type":"article","venue":"International Journal of Manufacturing Research","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Engineering; Engineering management; Curriculum; Program management; Advanced manufacturing; Manufacturing engineering; Project management; Systems engineering; Political science","authors":[{"name":"David A. Wyrick","is_ca":false},{"name":"Adji Cisse","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04477498675914576,"gpt":0.3263367899793193,"spread":0.2815618032201735,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007385826,0.0001589495,0.0001748357,0.0007942059,0.00004434169,0.00006739681,0.0006658643,0.00002890236,0.00005495799],"category_scores_gemma":[0.00007675545,0.0001569885,0.00008488623,0.0001424864,0.00002892825,0.0001950896,0.00004836252,0.0003391751,0.00002244279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004068178,"about_ca_system_score_gemma":0.00007582158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002919332,"about_ca_topic_score_gemma":0.00002990865,"domain_scores_codex":[0.9984282,0.00002821685,0.0004237267,0.0001534184,0.0006365675,0.000329849],"domain_scores_gemma":[0.9990087,0.0001401117,0.00009607265,0.0001616661,0.0004324767,0.0001609956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005051976,0.0008836965,0.01928412,0.0006389835,0.001965687,0.00007597575,0.003175682,0.09019923,0.0006589465,0.0006761817,0.01890127,0.863035],"study_design_scores_gemma":[0.0005255888,0.00008857184,0.8616064,0.0001391311,0.00001196983,0.00003996196,0.0003343889,0.0004261423,0.1076834,0.0001147773,0.02874606,0.0002836102],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909401,0.00007406389,0.004770551,0.000058116,0.002490241,0.0002267628,0.000009223961,0.00006663585,0.001364328],"genre_scores_gemma":[0.9854635,0.0002407218,0.01365295,0.00001769133,0.0002390707,0.00006073684,0.0000200604,0.00004336983,0.0002619022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8627514,"threshold_uncertainty_score":0.6401805,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}