{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"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":"e1052d7eb1b6","filters":{"venue":"International Journal of Automation and Control"}},"results":[{"id":"W4249142535","doi":"10.1504/ijaac.2018.095104","title":"Literature survey for autonomous vehicles: sensor fusion, computer vision, system identification and fault tolerance","year":2018,"lang":"en","type":"article","venue":"International Journal of Automation and Control","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":27,"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":"Sensor fusion; Identification (biology); Field (mathematics); Fault tolerance; Fault (geology); Engineering; Control engineering; State (computer science); Artificial intelligence; Perception; Computer science; Systems engineering; Reliability engineering","authors":[{"name":"Amr Mohamed","is_ca":true},{"name":"Jing Ren","is_ca":true},{"name":"Moustafa El Gindy","is_ca":true},{"name":"Haoxiang Lang","is_ca":true},{"name":"A. N. Ouda","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005136925732550952,"gpt":0.2347433014664015,"spread":0.2296063757338505,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005331745,0.0001104324,0.0001989615,0.0001731439,0.00007511034,0.0003014276,0.0001115484,0.000080032,0.000004570645],"category_scores_gemma":[0.00004585985,0.00009519323,0.00005522418,0.00006896582,0.00003095974,0.0003114066,0.00000763192,0.00008311625,0.000005795439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006272098,"about_ca_system_score_gemma":0.00001487708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000662667,"about_ca_topic_score_gemma":0.00001030333,"domain_scores_codex":[0.9989594,0.00007141448,0.0005421786,0.00011084,0.0002258913,0.00009030741],"domain_scores_gemma":[0.9984744,0.0001206426,0.0002363739,0.00006898638,0.001031853,0.00006776928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003565182,0.0002554315,0.006585519,0.0009735712,0.00249124,0.00008270462,0.01070071,0.03080707,0.2806233,0.003946099,0.02014233,0.6398269],"study_design_scores_gemma":[0.002465813,0.0001457588,0.04412846,0.0002125797,0.00001904845,0.0003051776,0.00008669175,0.9470038,0.0005766553,0.0000287043,0.00491929,0.0001080047],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7148767,0.0006179534,0.280146,0.0004830877,0.003332384,0.0002765789,0.00008748016,0.0001256184,0.00005417167],"genre_scores_gemma":[0.9984847,0.00003240384,0.0003782759,0.0001352861,0.0008678509,0.000009812316,0.0000104664,0.00001275076,0.00006848459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9161968,"threshold_uncertainty_score":0.3881867,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2810828276","doi":"10.1504/ijaac.2018.10014256","title":"Literature survey for autonomous vehicles: sensor fusion, computer vision, system identification and fault tolerance","year":2018,"lang":"en","type":"article","venue":"International Journal of Automation and Control","topic":"Fault Detection and Control Systems","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":"Ontario Tech University","funders":"","keywords":"Sensor fusion; Identification (biology); Fault tolerance; Field (mathematics); Fault (geology); Engineering; Control engineering; State (computer science); Artificial intelligence; Fault detection and isolation; Computer science; Systems engineering; Reliability engineering; Actuator","authors":[{"name":"A. N. Ouda","is_ca":true},{"name":"Haoxiang Lang","is_ca":true},{"name":"Moustafa El Gindy","is_ca":true},{"name":"Jing Ren","is_ca":true},{"name":"Amr Mohamed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005136925732550952,"gpt":0.2347433014664015,"spread":0.2296063757338505,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005331745,0.0001104324,0.0001989615,0.0001731439,0.00007511034,0.0003014276,0.0001115484,0.000080032,0.000004570645],"category_scores_gemma":[0.00004585985,0.00009519323,0.00005522418,0.00006896582,0.00003095974,0.0003114066,0.00000763192,0.00008311625,0.000005795439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006272098,"about_ca_system_score_gemma":0.00001487708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000662667,"about_ca_topic_score_gemma":0.00001030333,"domain_scores_codex":[0.9989594,0.00007141448,0.0005421786,0.00011084,0.0002258913,0.00009030741],"domain_scores_gemma":[0.9984744,0.0001206426,0.0002363739,0.00006898638,0.001031853,0.00006776928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003565182,0.0002554315,0.006585519,0.0009735712,0.00249124,0.00008270462,0.01070071,0.03080707,0.2806233,0.003946099,0.02014233,0.6398269],"study_design_scores_gemma":[0.002465813,0.0001457588,0.04412846,0.0002125797,0.00001904845,0.0003051776,0.00008669175,0.9470038,0.0005766553,0.0000287043,0.00491929,0.0001080047],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7148767,0.0006179534,0.280146,0.0004830877,0.003332384,0.0002765789,0.00008748016,0.0001256184,0.00005417167],"genre_scores_gemma":[0.9984847,0.00003240384,0.0003782759,0.0001352861,0.0008678509,0.000009812316,0.0000104664,0.00001275076,0.00006848459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9161968,"threshold_uncertainty_score":0.3881867,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4237375428","doi":"10.1504/ijaac.2018.092850","title":"Optimal path planning for an autonomous articulated vehicle with two trailers","year":2018,"lang":"en","type":"article","venue":"International Journal of Automation and Control","topic":"Robotic Path Planning Algorithms","field":"Computer Science","cited_by":8,"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":"Obstacle avoidance; Motion planning; Obstacle; Collision avoidance; Control theory (sociology); Sigmoid function; Path (computing); Optimal control; Computer science; Point (geometry); MATLAB; Vehicle dynamics; Field (mathematics); Control engineering; Mathematical optimization; Mobile robot; Engineering; Control (management); Collision; Artificial intelligence; Robot; Mathematics; Artificial neural network; Aerospace engineering","authors":[{"name":"Amr Mohamed","is_ca":true},{"name":"Jing Ren","is_ca":true},{"name":"Haoxiang Lang","is_ca":true},{"name":"Moustafa El Gindy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01565582595671091,"gpt":0.2921647036465824,"spread":0.2765088776898715,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003481153,0.00008398379,0.0001325453,0.0001345798,0.00007216234,0.0002218934,0.0003488755,0.00002770363,0.000004545897],"category_scores_gemma":[0.00004607239,0.00006578171,0.00003529961,0.0000608496,0.00004498819,0.0007532819,0.00001469991,0.00007230807,0.000002396919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003917323,"about_ca_system_score_gemma":0.00009321043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004475717,"about_ca_topic_score_gemma":3.357303e-7,"domain_scores_codex":[0.9991162,0.0000407101,0.0002891836,0.0001260185,0.0003029636,0.0001248636],"domain_scores_gemma":[0.9988323,0.00008769324,0.0003054577,0.00008281272,0.0005970298,0.00009464502],"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":[0.001957742,0.0006637406,0.009950972,0.00002111962,0.001644986,0.0005119008,0.02122111,0.5545167,0.04119278,0.01629666,0.00204951,0.3499728],"study_design_scores_gemma":[0.003356166,0.0008549603,0.01664133,0.00005571783,0.00001638827,0.0003483991,0.00006774706,0.9774982,0.0005453694,0.0002345542,0.0002939285,0.00008721142],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2860773,0.00001899141,0.7125909,0.0008049937,0.0003280736,0.00007401731,0.000003001055,0.00004233077,0.00006041934],"genre_scores_gemma":[0.8531214,4.131296e-7,0.1462776,0.0003277144,0.0002493166,0.000003632356,0.000001785246,0.000005090996,0.0000130613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5670441,"threshold_uncertainty_score":0.26825,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2033158160","doi":"10.1504/ijaac.2012.051881","title":"Robust fault detection filter for non-linear state-delay networked control system","year":2012,"lang":"en","type":"article","venue":"International Journal of Automation and Control","topic":"Fault Detection and Control Systems","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":"Dalhousie University","funders":"National Natural Science Foundation of China","keywords":"Fault detection and isolation; State (computer science); Control theory (sociology); Computer science; Filter (signal processing); Real-time computing; Control (management); Algorithm; Artificial intelligence; Computer vision","authors":[{"name":"Xiaomei Qi","is_ca":false},{"name":"Chengjin Zhang","is_ca":false},{"name":"Jason Gu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00873999274952824,"gpt":0.2231017242937698,"spread":0.2143617315442415,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005613502,0.0001550935,0.0002872495,0.0002035456,0.00006256206,0.00009242078,0.0001348162,0.00009028547,0.00001450714],"category_scores_gemma":[0.0000469745,0.0001343844,0.0001540518,0.00005906177,0.00001537031,0.0004845303,0.0000049942,0.0001446013,0.00001371184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001677876,"about_ca_system_score_gemma":0.00001615487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009318372,"about_ca_topic_score_gemma":0.000006219958,"domain_scores_codex":[0.9986784,0.00005770455,0.0006486585,0.00008075871,0.0003204084,0.0002140737],"domain_scores_gemma":[0.998956,0.0001474604,0.0002931783,0.0000699525,0.000395837,0.0001375494],"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":[0.001248785,0.00009339731,0.001188756,0.0001530098,0.001844244,0.0000137405,0.0006610123,0.8769107,0.03403196,0.0003989771,0.001275653,0.08217973],"study_design_scores_gemma":[0.005857751,0.00009264544,0.00186747,0.00007927121,0.00006611177,0.0002589927,0.0001207885,0.9833053,0.0008687834,0.00001154824,0.007335883,0.0001354311],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1240683,0.000341288,0.8698354,0.0001867347,0.004808751,0.0003513688,0.00003574447,0.0001391442,0.0002332743],"genre_scores_gemma":[0.9978169,0.00001702143,0.0003460048,0.0001587559,0.001527318,0.00004487453,0.000003521292,0.00002597427,0.00005963423],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8737487,"threshold_uncertainty_score":0.5480039,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4255920854","doi":"10.1504/ijaac.2020.105516","title":"Processor-in-the-loop co-simulations and control system design for a scaled autonomous multi-wheeled combat vehicle","year":2020,"lang":"en","type":"article","venue":"International Journal of Automation and Control","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":4,"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":"Heading (navigation); PID controller; Control engineering; Control theory (sociology); Engineering; Controller (irrigation); Control system; Fuzzy logic; Loop (graph theory); Inner loop; Noise (video); Tracking (education); Fuzzy control system; Control (management); Computer science; Simulation; Artificial intelligence","authors":[{"name":"Amr Mohamed","is_ca":true},{"name":"A. N. Ouda","is_ca":true},{"name":"Jing Ren","is_ca":true},{"name":"Moustafa El Gindy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01820893920126901,"gpt":0.2582028530765192,"spread":0.2399939138752502,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004566732,0.0001452491,0.0003278753,0.0001422363,0.00006665676,0.0002274309,0.0001890819,0.00007059837,0.000009994875],"category_scores_gemma":[0.0001316632,0.0001160042,0.00007995512,0.00008017835,0.00002518657,0.0003495069,0.000004318937,0.0001244586,0.000003630193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006947116,"about_ca_system_score_gemma":0.00004293119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004412323,"about_ca_topic_score_gemma":0.000003214594,"domain_scores_codex":[0.9986297,0.000129436,0.0006891875,0.0001147142,0.0003010201,0.000135932],"domain_scores_gemma":[0.9987653,0.000505504,0.0002627154,0.00005804038,0.0003077927,0.0001006542],"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":[0.001459456,0.0001664051,0.005292256,0.0003236014,0.001006485,0.00005207782,0.003744293,0.9146708,0.0396279,0.001913483,0.0004159404,0.03132728],"study_design_scores_gemma":[0.01392803,0.0001087289,0.007282409,0.00007696461,0.00005804931,0.00005599121,0.00029813,0.9774731,0.0001442203,0.00003041974,0.0004333509,0.0001106501],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1462672,0.0006329834,0.8489038,0.002626392,0.0002540023,0.001061908,0.00005508862,0.000112981,0.00008569461],"genre_scores_gemma":[0.9987496,0.00001235485,0.0004701562,0.0004914032,0.0002008352,0.0000415915,0.000005667647,0.00001704882,0.00001139307],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8524824,"threshold_uncertainty_score":0.4730514,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2801899731","doi":"10.1504/ijaac.2018.10012533","title":"Optimal path planning for an autonomous articulated vehicle with two trailers","year":2018,"lang":"en","type":"article","venue":"International Journal of Automation and Control","topic":"Robotic Path Planning Algorithms","field":"Computer Science","cited_by":3,"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":"Articulated vehicle; Motion planning; Computer science; Path (computing); Engineering; Artificial intelligence; Operations research; Transport engineering; Automotive engineering; Computer network; Robot; Truck","authors":[{"name":"Haoxiang Lang","is_ca":true},{"name":"Moustafa El Gindy","is_ca":true},{"name":"Jing Ren","is_ca":true},{"name":"Amr Mohamed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01565582595671091,"gpt":0.2921647036465824,"spread":0.2765088776898715,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003481153,0.00008398379,0.0001325453,0.0001345798,0.00007216234,0.0002218934,0.0003488755,0.00002770363,0.000004545897],"category_scores_gemma":[0.00004607239,0.00006578171,0.00003529961,0.0000608496,0.00004498819,0.0007532819,0.00001469991,0.00007230807,0.000002396919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003917323,"about_ca_system_score_gemma":0.00009321043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004475717,"about_ca_topic_score_gemma":3.357303e-7,"domain_scores_codex":[0.9991162,0.0000407101,0.0002891836,0.0001260185,0.0003029636,0.0001248636],"domain_scores_gemma":[0.9988323,0.00008769324,0.0003054577,0.00008281272,0.0005970298,0.00009464502],"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":[0.001957742,0.0006637406,0.009950972,0.00002111962,0.001644986,0.0005119008,0.02122111,0.5545167,0.04119278,0.01629666,0.00204951,0.3499728],"study_design_scores_gemma":[0.003356166,0.0008549603,0.01664133,0.00005571783,0.00001638827,0.0003483991,0.00006774706,0.9774982,0.0005453694,0.0002345542,0.0002939285,0.00008721142],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2860773,0.00001899141,0.7125909,0.0008049937,0.0003280736,0.00007401731,0.000003001055,0.00004233077,0.00006041934],"genre_scores_gemma":[0.8531214,4.131296e-7,0.1462776,0.0003277144,0.0002493166,0.000003632356,0.000001785246,0.000005090996,0.0000130613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5670441,"threshold_uncertainty_score":0.26825,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4242808334","doi":"10.1504/ijaac.2018.092849","title":"Development of control strategies of a multi-wheeled combat vehicle","year":2018,"lang":"en","type":"article","venue":"International Journal of Automation and Control","topic":"Vehicle Dynamics and Control Systems","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":"Axle; Control theory (sociology); Yaw; Feed forward; Engineering; Controller (irrigation); Torque; Automobile handling; Vehicle dynamics; Automotive engineering; Reduction (mathematics); Active steering; Control engineering; Computer science; Control (management); Artificial intelligence","authors":[{"name":"Peter D'","is_ca":true},{"name":"N.A. Urso","is_ca":true},{"name":"Moustafa El Gindy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006255325502217356,"gpt":0.2310668403387888,"spread":0.2248115148365714,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002798585,0.00008307607,0.0002543032,0.0001426689,0.00001996775,0.00003548706,0.0001583446,0.00004387258,0.00002697274],"category_scores_gemma":[0.00002213134,0.00007210794,0.00006283429,0.00004094722,0.00004467306,0.0001894238,0.000007284522,0.0000623735,0.000002100792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003558942,"about_ca_system_score_gemma":0.00006871958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006847159,"about_ca_topic_score_gemma":0.00002170563,"domain_scores_codex":[0.9988837,0.00002599919,0.0006781756,0.00004839219,0.0002850266,0.0000787013],"domain_scores_gemma":[0.9988621,0.00005080333,0.0003457814,0.0000502273,0.0006492226,0.00004180615],"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":[0.0005293272,0.000261709,0.00548253,0.000123759,0.002461278,0.00001347667,0.003324082,0.0140193,0.8282399,0.009324676,0.000108496,0.1361115],"study_design_scores_gemma":[0.007355858,0.0001128728,0.04482034,0.0001221245,0.00003414619,0.00002593723,0.0004928694,0.9430712,0.003223369,0.00009875744,0.0005549678,0.00008752922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8207578,0.0002592545,0.1779802,0.00009646004,0.0004369482,0.00009474679,0.0000144316,0.00002010678,0.0003400238],"genre_scores_gemma":[0.9986275,0.00001295375,0.001211138,0.00002499534,0.0001016044,0.000003039096,0.000001211081,0.000008049692,0.00000945354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9290519,"threshold_uncertainty_score":0.2940476,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2800408836","doi":"10.1504/ijaac.2018.10012532","title":"Development of control strategies of a multi-wheeled combat vehicle","year":2018,"lang":"en","type":"article","venue":"International Journal of Automation and Control","topic":"Vehicle Dynamics and Control Systems","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":"Control (management); Computer science; Aeronautics; Automotive engineering; Engineering; Transport engineering; Artificial intelligence","authors":[{"name":"Moustafa El Gindy","is_ca":true},{"name":"Peter D'Urso","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006255325502217356,"gpt":0.2310668403387888,"spread":0.2248115148365714,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002798585,0.00008307607,0.0002543032,0.0001426689,0.00001996775,0.00003548706,0.0001583446,0.00004387258,0.00002697274],"category_scores_gemma":[0.00002213134,0.00007210794,0.00006283429,0.00004094722,0.00004467306,0.0001894238,0.000007284522,0.0000623735,0.000002100792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003558942,"about_ca_system_score_gemma":0.00006871958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006847159,"about_ca_topic_score_gemma":0.00002170563,"domain_scores_codex":[0.9988837,0.00002599919,0.0006781756,0.00004839219,0.0002850266,0.0000787013],"domain_scores_gemma":[0.9988621,0.00005080333,0.0003457814,0.0000502273,0.0006492226,0.00004180615],"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":[0.0005293272,0.000261709,0.00548253,0.000123759,0.002461278,0.00001347667,0.003324082,0.0140193,0.8282399,0.009324676,0.000108496,0.1361115],"study_design_scores_gemma":[0.007355858,0.0001128728,0.04482034,0.0001221245,0.00003414619,0.00002593723,0.0004928694,0.9430712,0.003223369,0.00009875744,0.0005549678,0.00008752922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8207578,0.0002592545,0.1779802,0.00009646004,0.0004369482,0.00009474679,0.0000144316,0.00002010678,0.0003400238],"genre_scores_gemma":[0.9986275,0.00001295375,0.001211138,0.00002499534,0.0001016044,0.000003039096,0.000001211081,0.000008049692,0.00000945354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9290519,"threshold_uncertainty_score":0.2940476,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294874181","doi":"10.1504/ijaac.2022.125287","title":"Closed-loop thickness control and sensor placement in extrusion blow moulding","year":2022,"lang":"en","type":"article","venue":"International Journal of Automation and Control","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical 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":"Extrusion; Die swell; Plastics extrusion; Injection moulding; Controller (irrigation); Die (integrated circuit); Necking; Materials science; Blow molding; Mechanical engineering; Control theory (sociology); Engineering; Composite material; Computer science; Control (management)","authors":[{"name":"Mostafa Darabi","is_ca":true},{"name":"Raffi Toukhtarian","is_ca":true},{"name":"Hossein Vahid Alizadeh","is_ca":true},{"name":"Benoît Boulet","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00509134216994127,"gpt":0.233147428270372,"spread":0.2280560861004307,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004207247,0.00007982995,0.000179133,0.0001796893,0.00007883285,0.00002244743,0.0001004075,0.00003523417,0.0001452242],"category_scores_gemma":[0.0001166692,0.0000738118,0.00003805138,0.00004187427,0.00002820303,0.0001121671,0.00005057615,0.0002411937,7.743001e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008886468,"about_ca_system_score_gemma":0.00001796654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008579663,"about_ca_topic_score_gemma":0.000003078605,"domain_scores_codex":[0.9991237,0.00006360006,0.00035679,0.00008647272,0.0002770774,0.00009238657],"domain_scores_gemma":[0.9994331,0.0002047752,0.0001782912,0.0000339733,0.0001154478,0.0000344258],"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":[0.003886121,0.0005153163,0.08216154,0.00006660428,0.001603677,0.0004856365,0.004827861,0.1956413,0.6043122,0.05803917,0.0004844622,0.0479762],"study_design_scores_gemma":[0.006059245,0.00007254678,0.01759687,0.00002995148,0.00002652313,0.0002103334,0.0004490927,0.9748445,0.0001334653,0.0002737435,0.0002189722,0.00008479731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9253475,0.0006627892,0.06962587,0.003544158,0.0004952442,0.00009879332,0.00001727759,0.00001804667,0.000190327],"genre_scores_gemma":[0.9988329,0.00008732534,0.0002798301,0.0004536221,0.00007541561,0.00001039369,0.000002234943,0.000005816796,0.0002524033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7792032,"threshold_uncertainty_score":0.3009958,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3006181088","doi":"10.1504/ijaac.2020.10026875","title":"Processor-in-the-loop co-simulations and control system design for a scaled autonomous multi-wheeled combat vehicle","year":2020,"lang":"en","type":"article","venue":"International Journal of Automation and Control","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University","funders":"","keywords":"Heading (navigation); PID controller; Control engineering; Control theory (sociology); Controller (irrigation); Control system; Fuzzy logic; Engineering; Loop (graph theory); Fuzzy control system; Inner loop; Tracking (education); Noise (video); Control (management); Simulation; Computer science; Artificial intelligence; Temperature control","authors":[{"name":"A. N. Ouda","is_ca":true},{"name":"Jing Ren","is_ca":true},{"name":"Moustafa El Gindy","is_ca":true},{"name":"Amr Mohamed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01820893920126901,"gpt":0.2582028530765192,"spread":0.2399939138752502,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004566732,0.0001452491,0.0003278753,0.0001422363,0.00006665676,0.0002274309,0.0001890819,0.00007059837,0.000009994875],"category_scores_gemma":[0.0001316632,0.0001160042,0.00007995512,0.00008017835,0.00002518657,0.0003495069,0.000004318937,0.0001244586,0.000003630193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006947116,"about_ca_system_score_gemma":0.00004293119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004412323,"about_ca_topic_score_gemma":0.000003214594,"domain_scores_codex":[0.9986297,0.000129436,0.0006891875,0.0001147142,0.0003010201,0.000135932],"domain_scores_gemma":[0.9987653,0.000505504,0.0002627154,0.00005804038,0.0003077927,0.0001006542],"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":[0.001459456,0.0001664051,0.005292256,0.0003236014,0.001006485,0.00005207782,0.003744293,0.9146708,0.0396279,0.001913483,0.0004159404,0.03132728],"study_design_scores_gemma":[0.01392803,0.0001087289,0.007282409,0.00007696461,0.00005804931,0.00005599121,0.00029813,0.9774731,0.0001442203,0.00003041974,0.0004333509,0.0001106501],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1462672,0.0006329834,0.8489038,0.002626392,0.0002540023,0.001061908,0.00005508862,0.000112981,0.00008569461],"genre_scores_gemma":[0.9987496,0.00001235485,0.0004701562,0.0004914032,0.0002008352,0.0000415915,0.000005667647,0.00001704882,0.00001139307],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8524824,"threshold_uncertainty_score":0.4730514,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}