{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":133,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":133,"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":"2c586399821a","filters":{"topic":"Elevator Systems and Control"}},"results":[{"id":"W2026415859","doi":"10.1016/j.enconman.2005.06.011","title":"Dynamic simulation of energy management control functions for HVAC systems in buildings","year":2005,"lang":"en","type":"article","venue":"Energy Conversion and Management","topic":"Elevator Systems and Control","field":"Engineering","cited_by":134,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"HVAC; Variable air volume; Economizer; Reset (finance); Air conditioning; Engineering; Energy management; Automotive engineering; Energy (signal processing); Control engineering; Energy management system; Control system; Control theory (sociology); Simulation; Computer science; Control (management); Electrical engineering; Mechanical engineering","authors":[{"name":"Wen Zhen Huang","is_ca":true},{"name":"Mohammed Zaheeruddin","is_ca":true},{"name":"S.H. Cho","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003190927467147657,"gpt":0.1809934998972964,"spread":0.1778025724301487,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002873265,0.0005183067,0.0005496067,0.0004023245,0.0005012772,0.0008619073,0.0007751886,0.001041275,0.004485901],"category_scores_gemma":[0.001568198,0.0004017182,0.0004110736,0.0003434357,0.0005786493,0.0005621969,0.0004447493,0.0006094069,0.00027019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009015172,"about_ca_system_score_gemma":0.0008088748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03254298,"about_ca_topic_score_gemma":0.01480229,"domain_scores_codex":[0.9998234,0.00005124218,0.000006620056,0.00002165621,0.00004488371,0.00005213458],"domain_scores_gemma":[0.9992647,0.0004854721,0.00004352066,0.00003478453,0.0001161873,0.00005542629],"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":[0.00003384822,0.00002404893,0.0003545158,0.000007820288,0.000003967028,0.00001291671,0.00001514423,0.997573,0.000309809,0.0005976465,0.00007635639,0.00099096],"study_design_scores_gemma":[0.000006358575,0.00001059729,0.0001070752,0.000001102491,0.000001459658,0.000001866599,0.000009283579,0.9994134,0.0002083709,0.0001560074,0.00008306099,0.000001528356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8774633,0.0001826448,0.08903375,0.0003861142,0.0001002543,0.00009686306,0.0004555035,0.0005715917,0.03170998],"genre_scores_gemma":[0.9952283,0.00003977802,0.002927822,0.00002049848,0.000004333236,0.00002826142,0.00009417617,0.00002778437,0.001629096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03254298,"threshold_uncertainty_score":0.0647071,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3198907744","doi":"10.1016/j.autcon.2021.103928","title":"Providing proximity alerts to workers on construction sites using Bluetooth Low Energy RTLS","year":2021,"lang":"en","type":"article","venue":"Automation in Construction","topic":"Elevator Systems and Control","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Mitacs","keywords":"Real-time locating system; Bluetooth; Personal protective equipment; Transport engineering; Engineering; Computer science; Risk analysis (engineering); Computer security; Wireless; Real-time computing; Telecommunications; Business","authors":[{"name":"Yusheng Huang","is_ca":true},{"name":"Amin Hammad","is_ca":true},{"name":"Zhenhua Zhu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01023999906857651,"gpt":0.2139250961344748,"spread":0.2036850970658983,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002699449,0.0004668276,0.0002655499,0.0007172177,0.0003243372,0.0006413412,0.0004973296,0.0005977679,0.007288984],"category_scores_gemma":[0.001431285,0.0002273189,0.0001539411,0.000299475,0.0001372873,0.0004504237,0.0008577887,0.0003063914,0.003007252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001378974,"about_ca_system_score_gemma":0.0002007265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006698588,"about_ca_topic_score_gemma":0.001394821,"domain_scores_codex":[0.9994972,0.0001135893,0.00002448378,0.00006218619,0.0002345858,0.00006794858],"domain_scores_gemma":[0.9990997,0.0003233066,0.0001604221,0.0001298224,0.0002298463,0.00005691113],"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":[0.001759839,0.0004887483,0.03274506,0.0006968071,0.0001225487,0.00103444,0.001415883,0.005329935,0.2649627,0.001227436,0.0191875,0.671029],"study_design_scores_gemma":[0.0008309669,0.007392863,0.1812135,0.0008753939,0.0008492628,0.009156901,0.00409744,0.219961,0.3882606,0.005524914,0.1814563,0.0003808502],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5302227,0.001364333,0.3882782,0.001101299,0.0005070865,0.0004291558,0.0008610068,0.01924443,0.05799172],"genre_scores_gemma":[0.9674086,0.0001847044,0.01527417,0.0003760104,0.00007694918,0.00009097673,0.0001555189,0.0001019033,0.01633115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007288984,"threshold_uncertainty_score":0.02438408,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2030257542","doi":"10.1016/j.apergo.2003.12.002","title":"Factors influencing load–haul–dump operator line of sight in underground mining","year":2004,"lang":"en","type":"article","venue":"Applied Ergonomics","topic":"Elevator Systems and Control","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University; Laurentian University","funders":"Workplace Safety and Insurance Board","keywords":"Operator (biology); Underground mining (soft rock); Line (geometry); Mining engineering; Sight; Engineering; Transport engineering; Forensic engineering; Computer science; Coal mining; Mathematics; Physics; Waste management; Optics","authors":[{"name":"Tammy Eger","is_ca":true},{"name":"Alan W. Salmoni","is_ca":true},{"name":"Robert Whissell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01214955326743974,"gpt":0.1946517664929708,"spread":0.1825022132255311,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009721873,0.0001808269,0.0001591718,0.0008561845,0.000704103,0.0007803139,0.0005201332,0.0005537788,0.003182104],"category_scores_gemma":[0.009892214,0.0002408469,0.0003205106,0.0006613148,0.0005100554,0.0006030259,0.0005867123,0.000593887,0.0004262209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006062545,"about_ca_system_score_gemma":0.001165564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0172824,"about_ca_topic_score_gemma":0.02707841,"domain_scores_codex":[0.9989094,0.0004174351,0.0001293883,0.0001282964,0.0002152066,0.0002002733],"domain_scores_gemma":[0.9833938,0.007015887,0.005674344,0.0002858578,0.001483546,0.002146501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003587059,0.0001586627,0.9946808,0.000009027467,0.00002487302,0.0002278619,0.0009511516,0.0001328409,0.0008930075,0.00002569994,0.00009450799,0.002442756],"study_design_scores_gemma":[0.000004748571,0.00025763,0.995576,0.000007221301,0.00001134431,0.0004004615,0.003011629,0.0003869959,0.0001772379,0.00003247362,0.0001254471,0.000008764431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995399,0.0000245051,0.00010155,0.00003450214,0.000002494017,0.000003554286,0.00003752866,0.00000283,0.0002532466],"genre_scores_gemma":[0.9996593,0.00001499075,0.00007525607,0.000006850879,0.000002994669,0.00000282212,0.00002840428,0.000001613722,0.0002077144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0172824,"threshold_uncertainty_score":0.03436363,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2078429540","doi":"10.1109/crv.2013.12","title":"Charlie Rides the Elevator -- Integrating Vision, Navigation and Manipulation towards Multi-floor Robot Locomotion","year":2013,"lang":"en","type":"article","venue":"","topic":"Elevator Systems and Control","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Elevator; Robot; Computer science; Artificial intelligence; Machine vision; Mobile robot; Computer vision; Task (project management); Robot control; Human–computer interaction; Simulation; Engineering; Systems engineering","authors":[{"name":"Daniel M. Troniak","is_ca":true},{"name":"Junaed Sattar","is_ca":true},{"name":"Ankur Gupta","is_ca":true},{"name":"James J. Little","is_ca":true},{"name":"Wesley P. Chan","is_ca":true},{"name":"Ergun Calisgan","is_ca":true},{"name":"Elizabeth A. Croft","is_ca":true},{"name":"H. F. Machiel Van der Loos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009967111617653427,"gpt":0.2181444394521558,"spread":0.2081773278345024,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005442161,0.0004885978,0.0004593887,0.0002581979,0.0004417144,0.0006026691,0.0007108289,0.0007384666,0.00379654],"category_scores_gemma":[0.0008639919,0.0003689447,0.0003619572,0.0001220414,0.0007049878,0.0008302974,0.0009862953,0.0005445983,0.0009095658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002798826,"about_ca_system_score_gemma":0.001033904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002952432,"about_ca_topic_score_gemma":0.00423839,"domain_scores_codex":[0.9995603,0.00008150784,0.00002039829,0.0000984054,0.000182452,0.00005696267],"domain_scores_gemma":[0.9995589,0.00008529831,0.00004312328,0.00009665223,0.000133475,0.00008252035],"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":[0.0005091816,0.0003126464,0.00209093,0.0004724156,0.00005620172,0.0005154712,0.0005776563,0.01335206,0.8207006,0.002394619,0.001228298,0.15779],"study_design_scores_gemma":[0.0003070225,0.009504346,0.02110016,0.0001507741,0.0001581157,0.003140069,0.0005216994,0.1972169,0.6969586,0.002180857,0.06855779,0.0002036286],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4866134,0.0004476307,0.4958586,0.0003474279,0.0001163243,0.0006740521,0.0001555107,0.004521552,0.01126553],"genre_scores_gemma":[0.6581355,0.0001939225,0.3322262,0.0001394105,0.00001343169,0.0002276807,0.0001734909,0.0001425397,0.008747762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00379654,"threshold_uncertainty_score":0.01270074,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2964138387","doi":"","title":"Approximate linear programming for first-order MDPs","year":2005,"lang":"en","type":"article","venue":"","topic":"Elevator Systems and Control","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Markov decision process; Computer science; Linear programming; Bellman equation; Mathematical optimization; Algorithm; Set (abstract data type); Scheduling (production processes); Domain (mathematical analysis); Markov process; Mathematics","authors":[{"name":"Scott Sanner","is_ca":true},{"name":"Craig Boutilier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00835195303255513,"gpt":0.2103922993557825,"spread":0.2020403463232274,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002033672,0.001346709,0.001450755,0.0007381288,0.0005817628,0.001423974,0.001283392,0.001404722,0.005141055],"category_scores_gemma":[0.008865428,0.0008419221,0.001088831,0.0009461589,0.001217081,0.001568894,0.001484007,0.002698021,0.0006410326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001955825,"about_ca_system_score_gemma":0.002208015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006988256,"about_ca_topic_score_gemma":0.008081386,"domain_scores_codex":[0.9989448,0.0004157465,0.0000402447,0.0001441862,0.0003157586,0.0001392124],"domain_scores_gemma":[0.9948377,0.004404764,0.0002361562,0.0001823445,0.000261522,0.00007759693],"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":[0.00001875093,0.00001384793,0.00009883519,0.00005159356,0.00001355093,0.00001969433,0.00002919535,0.9590232,0.000195277,0.03098541,0.0003892246,0.009161313],"study_design_scores_gemma":[0.00000538491,0.000006355646,0.00001011397,0.00000445202,0.000002107386,0.000003857807,0.000003417521,0.9834573,0.0001037681,0.01612298,0.0002786659,0.000001686608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002809671,0.0001287972,0.9951381,0.0001154068,0.00001439198,0.00002382198,0.00003860978,0.0001914041,0.001539824],"genre_scores_gemma":[0.3346055,0.0005690624,0.6576868,0.00021431,0.00008837348,0.0006081897,0.0003043557,0.0002953048,0.005628077],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006988256,"threshold_uncertainty_score":0.0171985,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4323349501","doi":"10.1016/j.ress.2023.109214","title":"Hierarchical reinforcement learning for transportation infrastructure maintenance planning","year":2023,"lang":"en","type":"article","venue":"Reliability Engineering & System Safety","topic":"Elevator Systems and Control","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Reinforcement learning; Bridge (graph theory); Hierarchy; Computer science; Abstraction; Scale (ratio); State space; Bridge maintenance; Action (physics); Operations research; Risk analysis (engineering); Engineering; Artificial intelligence; Mathematics","authors":[{"name":"Zachary Hamida","is_ca":true},{"name":"James A. Goulet","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004258769706325694,"gpt":0.1947607227715644,"spread":0.1905019530652387,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001440254,0.0005851951,0.001283414,0.0004809143,0.0003868039,0.000539654,0.001297095,0.0008871872,0.003332951],"category_scores_gemma":[0.005492954,0.0005205093,0.0004179312,0.0004253389,0.001018405,0.001063143,0.001042845,0.001389274,0.0002571604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001422283,"about_ca_system_score_gemma":0.00151697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01963092,"about_ca_topic_score_gemma":0.01399988,"domain_scores_codex":[0.9994804,0.0002299034,0.00002289801,0.00008128599,0.00008578375,0.00009974986],"domain_scores_gemma":[0.9964315,0.002810479,0.0001962798,0.0001195079,0.0002849431,0.0001573013],"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":[0.00004586706,0.0000334897,0.0002390995,0.00001967632,0.00001180619,0.00001130209,0.00001669901,0.9855289,0.0001621704,0.003259623,0.0003953903,0.01027608],"study_design_scores_gemma":[0.000006755507,0.000008498117,0.00003576272,0.000001063054,0.000001597326,8.780264e-7,0.000001254988,0.997493,0.00003333786,0.002391167,0.00002547711,0.00000117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0786463,0.0003139472,0.9166286,0.0004149161,0.000050977,0.00006579668,0.0001232243,0.0005517845,0.003204505],"genre_scores_gemma":[0.9532935,0.00009797542,0.04360616,0.00009305977,0.00003452468,0.0001008463,0.0001133507,0.00004214739,0.00261846],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01963092,"threshold_uncertainty_score":0.03903329,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2974383744","doi":"10.1109/tie.2019.2941141","title":"A Hybrid-Driven Elevator System With Energy Regeneration and Safety Enhancement","year":2019,"lang":"en","type":"article","venue":"IEEE Transactions on Industrial Electronics","topic":"Elevator Systems and Control","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Science Foundation of Shanxi Province; National Natural Science Foundation of China","keywords":"Elevator; Hydraulic accumulator; Automotive engineering; Accumulator (cryptography); Torque; Energy consumption; Hydraulic machinery; Hydraulic motor; Energy (signal processing); Dissipation; Engineering; Computer science; Hybrid system; Control engineering; Mechanical engineering; Electrical engineering; Structural engineering","authors":[{"name":"Bin Zhao","is_ca":false},{"name":"Zhongyi Quan","is_ca":true},{"name":"Yunwei Li","is_ca":true},{"name":"Long Quan","is_ca":false},{"name":"Yunxiao Hao","is_ca":false},{"name":"Li Ding","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006451353288890808,"gpt":0.1720499512335606,"spread":0.1655985979446697,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001365412,0.0004032108,0.0004743602,0.0002486325,0.0004129524,0.0004252995,0.0009936506,0.0005553756,0.003453304],"category_scores_gemma":[0.0001330916,0.0001895109,0.0003369342,0.0002136935,0.000171238,0.0005005224,0.0007422497,0.000273245,0.001089787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001672646,"about_ca_system_score_gemma":0.0003135154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000637536,"about_ca_topic_score_gemma":0.001135436,"domain_scores_codex":[0.9997734,0.00003268202,0.00001633471,0.00006130848,0.00008428076,0.00003202545],"domain_scores_gemma":[0.9998716,0.00001666511,0.00001791638,0.00001734284,0.00005869706,0.00001786493],"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":[0.0007507856,0.0001948102,0.002376955,0.0006247132,0.0001241358,0.001120014,0.0002535186,0.03189007,0.7890615,0.003798267,0.003496624,0.1663085],"study_design_scores_gemma":[0.000261508,0.00349463,0.009244679,0.00008830505,0.0001774362,0.002692253,0.0001818331,0.7021231,0.2325606,0.001697571,0.04726024,0.0002178294],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3245837,0.001117818,0.6455545,0.0004063491,0.0004161211,0.000276961,0.0003737827,0.005404757,0.021866],"genre_scores_gemma":[0.9587265,0.000164037,0.03102552,0.00009110357,0.00006763022,0.0001066397,0.0001475677,0.00003369537,0.009637279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003453304,"threshold_uncertainty_score":0.01155251,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1583092847","doi":"10.1109/robot.1992.219978","title":"Neuromorphic controller for AGV steering","year":2003,"lang":"en","type":"article","venue":"","topic":"Elevator Systems and Control","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure; Concordia University","funders":"","keywords":"Neuromorphic engineering; Controller (irrigation); Computer science; SIGNAL (programming language); Layer (electronics); Artificial neural network; Backpropagation; Tracking (education); Artificial intelligence; Control theory (sociology); Control engineering; Computer vision; Engineering; Control (management)","authors":[{"name":"R. M. H. Cheng","is_ca":true},{"name":"Jizhong Xiao","is_ca":true},{"name":"S. LeQuoc","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0144647323721668,"gpt":0.1770449874355345,"spread":0.1625802550633677,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001042636,0.000227307,0.0001329559,0.0001580133,0.0002199888,0.0003512433,0.0005902943,0.0003951804,0.002391019],"category_scores_gemma":[0.0002915835,0.00007770518,0.0001454481,0.0001591048,0.0001292385,0.0002650238,0.0002340575,0.000307083,0.0005710261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003051632,"about_ca_system_score_gemma":0.0003127157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001323102,"about_ca_topic_score_gemma":0.002340513,"domain_scores_codex":[0.9999195,0.000008566228,0.000004575186,0.000021488,0.00003538524,0.00001048575],"domain_scores_gemma":[0.9999192,0.00001159198,0.000008293989,0.00001104771,0.00004279429,0.000007089835],"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":[0.00020203,0.0002207257,0.001311445,0.0002038134,0.00006588229,0.0003300476,0.0001049076,0.1128028,0.204182,0.01308069,0.006481364,0.6610144],"study_design_scores_gemma":[0.00006069645,0.000354717,0.00208988,0.00004589961,0.00004301806,0.000474739,0.00003615206,0.8938929,0.0678506,0.008866409,0.02625295,0.00003212473],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0670976,0.0009889369,0.9008884,0.0005695018,0.0004470628,0.0001177033,0.000150526,0.003965767,0.02577441],"genre_scores_gemma":[0.9077707,0.0002985499,0.0730248,0.0003043713,0.00005110642,0.0001063401,0.00008866778,0.00003517787,0.01832043],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002391019,"threshold_uncertainty_score":0.007998705,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413074153","doi":"10.1109/tie.2025.3585028","title":"Neurodynamics-Based Visual Servo Predictive Control for Improving Smooth Movement of Logistics Omnidirectional Robots","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Industrial Electronics","topic":"Elevator Systems and Control","field":"Engineering","cited_by":21,"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":"National Natural Science Foundation of China","keywords":"Omnidirectional antenna; Robot; Computer science; Visual servoing; Servo; Servo control; Mobile robot; Model predictive control; Artificial intelligence; Control (management); Control engineering; Computer vision; Control theory (sociology); Engineering","authors":[{"name":"Defeng He","is_ca":false},{"name":"Yegui Lin","is_ca":false},{"name":"Simon X. Yang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01009375600639232,"gpt":0.2268493412966064,"spread":0.2167555852902141,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001866332,0.0004288302,0.0002629822,0.0001776545,0.0002434867,0.0003372366,0.0004505223,0.0002922481,0.0004363899],"category_scores_gemma":[0.0003586431,0.0001959897,0.0001931977,0.0001670296,0.0003548488,0.0003044118,0.0004693971,0.0003718215,0.00009098181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003382395,"about_ca_system_score_gemma":0.0006751145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005815475,"about_ca_topic_score_gemma":0.005153786,"domain_scores_codex":[0.9999036,0.00001393026,0.000004613969,0.000021343,0.00004354192,0.0000130069],"domain_scores_gemma":[0.9998907,0.00002829529,0.00003239739,0.00000837622,0.00003318441,0.000007121807],"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":[0.0001023922,0.00003884308,0.0006194064,0.0001038926,0.00002600115,0.0001553452,0.0001141362,0.8995015,0.03470416,0.005450894,0.0008064962,0.05837695],"study_design_scores_gemma":[0.000006869775,0.00004779674,0.0002450877,0.000003165667,0.00000464278,0.0000170247,0.000008230431,0.9966069,0.00183807,0.0006710875,0.0005468929,0.000004229945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05506822,0.0003985976,0.9383399,0.0001636088,0.00004653312,0.00003747391,0.00002247394,0.0002851853,0.005637926],"genre_scores_gemma":[0.9786661,0.0001854203,0.01906615,0.00005234895,0.00001169197,0.0000464465,0.00002184399,0.00001290409,0.001937081],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005815475,"threshold_uncertainty_score":0.01156324,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2999862314","doi":"10.3390/app10020498","title":"Modeling the Optimal Maintenance Scheduling Strategy for Bridge Networks","year":2020,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Elevator Systems and Control","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Science Basic Research Program of Shaanxi Province; Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Computer science; Optimal maintenance; Mathematical optimization; Scheduling (production processes); Job shop scheduling; Simulated annealing; Nonlinear programming; Operations research; Nonlinear system; Engineering; Mathematics; Computer network; Routing (electronic design automation)","authors":[{"name":"Xinhua Mao","is_ca":true},{"name":"Xiandong Jiang","is_ca":true},{"name":"Changwei Yuan","is_ca":false},{"name":"Jibiao Zhou","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03838932872342396,"gpt":0.2360749528076528,"spread":0.1976856240842289,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004796702,0.0006135002,0.0004869121,0.0004178982,0.0002984059,0.0008067634,0.0009670938,0.0009917534,0.002567801],"category_scores_gemma":[0.0009727399,0.0004179522,0.0005391825,0.0004780058,0.0003800798,0.0007964673,0.00040708,0.0005939142,0.0002287478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00125388,"about_ca_system_score_gemma":0.001429211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01468564,"about_ca_topic_score_gemma":0.01109982,"domain_scores_codex":[0.9997761,0.00007273795,0.000007620047,0.00004768397,0.00004688546,0.00004906099],"domain_scores_gemma":[0.9997479,0.0001315709,0.00005293017,0.00001042301,0.0000404256,0.00001677928],"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":[0.000007348369,0.000009592254,0.0001223463,0.000009938465,0.00000398693,0.000014985,0.00001094284,0.9953117,0.0003960467,0.002707801,0.00006468937,0.001340546],"study_design_scores_gemma":[0.000001632371,0.000005549512,0.00003893688,8.50982e-7,0.000001578437,0.000002063839,0.000003935929,0.9992322,0.00004569916,0.0006009027,0.00006551755,9.985231e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1249338,0.0002453073,0.8646052,0.000257519,0.00003153088,0.0001039659,0.0001649465,0.0001224344,0.009535363],"genre_scores_gemma":[0.9404554,0.0002980733,0.05364892,0.0000337681,0.00001784588,0.0001917565,0.0001132404,0.00002810629,0.005212944],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01468564,"threshold_uncertainty_score":0.02920032,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2144039793","doi":"10.5539/mas.v3n11p52","title":"Study on Fouling and Cleaning of PVDF Membrane","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Elevator Systems and Control","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Fouling; Membrane; Reagent; Membrane fouling; Process (computing); Cleaning agent; Chemical engineering; Materials science; Pulp and paper industry; Chemistry; Computer science; Organic chemistry; Engineering","authors":[{"name":"Bofeng Zhang","is_ca":false},{"name":"MA Shi-hu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01145640326595525,"gpt":0.2193505760837143,"spread":0.2078941728177591,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002345101,0.0002193431,0.0002546859,0.0002192599,0.000359287,0.000179328,0.0001884358,0.0004291217,0.0005594208],"category_scores_gemma":[0.0004308634,0.00008718217,0.0002919858,0.000274904,0.0001496973,0.0003264594,0.0001163945,0.000303565,0.0001870659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001567078,"about_ca_system_score_gemma":0.0001162229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001065319,"about_ca_topic_score_gemma":0.0004001445,"domain_scores_codex":[0.9997955,0.00003776001,0.0000128123,0.00003651298,0.00007718145,0.00004025712],"domain_scores_gemma":[0.9998766,0.0000442657,0.00001768688,0.00000993697,0.00004287544,0.000008651999],"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":[0.00004648942,0.00001654506,0.0003990046,0.00009075671,0.000006768588,0.0001208397,0.00007248326,0.00007433262,0.9960817,0.00005969422,0.000031831,0.002999505],"study_design_scores_gemma":[0.000003267373,0.0001571836,0.002432191,0.00000764112,0.0000137519,0.000313739,0.00005570074,0.000503759,0.9950066,0.00006052009,0.001439248,0.000006316962],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911576,0.002753173,0.004404637,0.0001041014,0.00002380702,0.00001423987,0.00007377635,0.00001614269,0.001452517],"genre_scores_gemma":[0.9918649,0.002374456,0.003565505,0.00008219617,0.00002168167,0.00002143252,0.0001967794,0.00001393228,0.001859231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001065319,"threshold_uncertainty_score":0.00211823,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1595981762","doi":"10.1109/icra.2015.7139001","title":"Magneto-Rheological actuators for haptic devices: Design, modeling, control, and validation of a prototype clutch","year":2015,"lang":"en","type":"article","venue":"","topic":"Elevator Systems and Control","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Clutch; Haptic technology; Actuator; Torque; Computer science; Control theory (sociology); Control engineering; Magnetorheological fluid; Simulation; Engineering; Artificial intelligence; Control (management); Mechanical engineering","authors":[{"name":"Nima Najmaei","is_ca":true},{"name":"Ali Asadian","is_ca":true},{"name":"Mehrdad R. Kermani","is_ca":true},{"name":"Rajni V. Patel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04113450820007814,"gpt":0.2410239970849259,"spread":0.1998894888848478,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001209325,0.0006005453,0.0006406991,0.0003612483,0.0003476488,0.0005458483,0.002049786,0.001228637,0.001397892],"category_scores_gemma":[0.001454938,0.0002995629,0.0003848752,0.0001314159,0.0005526662,0.0006744245,0.0004566921,0.0006037715,0.000360327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004217494,"about_ca_system_score_gemma":0.0006812604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007629446,"about_ca_topic_score_gemma":0.000495569,"domain_scores_codex":[0.999429,0.00009767035,0.00004286569,0.00009019955,0.0003017053,0.00003853703],"domain_scores_gemma":[0.9993114,0.0001891122,0.0001134843,0.0001263603,0.0001943972,0.00006510448],"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":[0.0006718976,0.0005903284,0.002473167,0.001647292,0.00005526312,0.001096709,0.0007007175,0.08321182,0.8378374,0.002310418,0.001635654,0.06776936],"study_design_scores_gemma":[0.0004368304,0.008358135,0.00809191,0.0001503602,0.00008074896,0.001085657,0.0002014313,0.4960512,0.4647281,0.000639605,0.02001129,0.0001647478],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3327529,0.001147352,0.6573841,0.0006388968,0.0002543615,0.00165693,0.0004043405,0.002275198,0.003485973],"genre_scores_gemma":[0.8947914,0.0002960711,0.1004246,0.00005566566,0.00002982186,0.0005788984,0.0001479307,0.00007456038,0.003600977],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002049786,"threshold_uncertainty_score":0.006395578,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2776218121","doi":"10.1109/tmag.2017.2767555","title":"Contactor Modeling Technology Based on an Artificial Neural Network","year":2017,"lang":"en","type":"article","venue":"IEEE Transactions on Magnetics","topic":"Elevator Systems and Control","field":"Engineering","cited_by":14,"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":"Artificial neural network; Contactor; Computer science; Artificial intelligence; Physics; Thermodynamics","authors":[{"name":"Longfei Tang","is_ca":false},{"name":"Zhihong Xu","is_ca":false},{"name":"Bala Venkatesh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01831206492330604,"gpt":0.2294218110529074,"spread":0.2111097461296014,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002201013,0.0005026222,0.0004131613,0.0003709988,0.0003067588,0.0005426521,0.0009694476,0.0006496685,0.001879594],"category_scores_gemma":[0.0004679066,0.0002877158,0.0004876639,0.0004239318,0.000295216,0.001305298,0.0003806046,0.0006012821,0.0004975586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005698332,"about_ca_system_score_gemma":0.0005197919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005454593,"about_ca_topic_score_gemma":0.003568404,"domain_scores_codex":[0.9997285,0.00004497971,0.00001337815,0.00005043122,0.0001471382,0.00001551789],"domain_scores_gemma":[0.9998672,0.00003651296,0.00001652687,0.00001862262,0.00005491258,0.000006120064],"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":[0.00005774873,0.00005013251,0.0008094705,0.0001468113,0.000056793,0.000169857,0.00009696906,0.8468577,0.02549288,0.01629849,0.001405209,0.108558],"study_design_scores_gemma":[0.00000156067,0.00001130786,0.00008296817,0.000003259519,0.000004292242,0.00001546484,0.000003285619,0.9958414,0.001989067,0.0006833434,0.00135963,0.000004328985],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005706292,0.0001634117,0.9896895,0.00008744045,0.00003978291,0.00002308168,0.00003208053,0.0005937425,0.003664703],"genre_scores_gemma":[0.7134911,0.001305936,0.2665291,0.0001282679,0.00006585937,0.0002172979,0.0002304702,0.0001476691,0.01788441],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005454593,"threshold_uncertainty_score":0.01084572,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1877180816","doi":"10.48550/arxiv.1207.1415","title":"Approximate Linear Programming for First-order MDPs","year":2012,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Elevator Systems and Control","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":"University of Toronto","funders":"","keywords":"Markov decision process; Computer science; Bellman equation; Linear programming; Mathematical optimization; Set (abstract data type); Algorithm; Domain (mathematical analysis); Scheduling (production processes); Function (biology); Markov process; Mathematics; Programming language","authors":[{"name":"Scott Sanner","is_ca":true},{"name":"Craig Boutilier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04792486780726249,"gpt":0.1712421801003338,"spread":0.1233173122930713,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002197811,0.001421647,0.001512768,0.0007834287,0.0005775264,0.001549738,0.001285954,0.001464565,0.005041751],"category_scores_gemma":[0.009515841,0.0008617053,0.001149422,0.0009827905,0.001290854,0.001553325,0.001544844,0.002912743,0.0006098798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002090388,"about_ca_system_score_gemma":0.002395521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0070296,"about_ca_topic_score_gemma":0.00820459,"domain_scores_codex":[0.9988355,0.0004720275,0.00004344297,0.0001665126,0.0003275904,0.0001548861],"domain_scores_gemma":[0.9939106,0.00523528,0.0002634561,0.0002084946,0.0002872921,0.00009482819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001968171,0.00001484338,0.0001105146,0.00005100311,0.00001402899,0.00001889098,0.00002819471,0.9626847,0.0001857174,0.02860265,0.0003684588,0.007901311],"study_design_scores_gemma":[0.000005288657,0.000006055032,0.00001077972,0.000004615854,0.000002108857,0.000003456927,0.000003590432,0.9832579,0.0001020166,0.01635856,0.0002439891,0.000001651765],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003771308,0.0001548517,0.9938923,0.0001512142,0.00001772961,0.00002632748,0.00004941443,0.0002080108,0.001728927],"genre_scores_gemma":[0.3849685,0.000591621,0.6067161,0.0002589437,0.00009696958,0.0005962987,0.0003626456,0.0003280792,0.006080778],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0070296,"threshold_uncertainty_score":0.01686633,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W70484859","doi":"10.22260/isarc2013/0110","title":"Stereo Vision Based Worker Detection System for Excavator","year":2013,"lang":"en","type":"article","venue":"Proceedings of the ... ISARC","topic":"Elevator Systems and Control","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Excavator; Obstacle; Computer vision; Computer science; Artificial intelligence; Stereopsis; Machine vision; Distortion (music); Stereo cameras; Operator (biology); Engineering","authors":[{"name":"Hideaki Ishimoto","is_ca":false},{"name":"T. Tsubouchi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004497515753755275,"gpt":0.1760619809457592,"spread":0.1715644651920039,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003415896,0.0004177902,0.0006483461,0.001115829,0.0003255544,0.0003947308,0.001131888,0.0008837509,0.004668132],"category_scores_gemma":[0.0004570192,0.0003180787,0.0004332863,0.0004331851,0.000160137,0.0004258994,0.0006344102,0.0004035479,0.00205466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003069513,"about_ca_system_score_gemma":0.0008527783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002027209,"about_ca_topic_score_gemma":0.002307391,"domain_scores_codex":[0.99955,0.00003353435,0.00001741602,0.00009420632,0.0002395103,0.00006523688],"domain_scores_gemma":[0.9996485,0.00003037813,0.00002867098,0.00003581673,0.0002198929,0.00003677255],"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":[0.0006746912,0.0002138118,0.005377718,0.0003136542,0.00004632205,0.0005678271,0.0003587308,0.002900751,0.5108861,0.0007941125,0.01566412,0.4622021],"study_design_scores_gemma":[0.0004331267,0.001844945,0.05549442,0.0001636725,0.0002954107,0.003987463,0.0006127377,0.3905272,0.473818,0.001398109,0.07108067,0.0003441703],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1581135,0.000750215,0.8117095,0.0004239406,0.0002854537,0.0004003284,0.0007183673,0.01473916,0.01285955],"genre_scores_gemma":[0.6552749,0.0005113758,0.3228154,0.0004831866,0.0001255264,0.0003352715,0.001136327,0.0001979625,0.01912004],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004668132,"threshold_uncertainty_score":0.01561648,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2013798700","doi":"10.1109/robio.2013.6739586","title":"Adaptive reinforcement Q-Learning algorithm for swarm-robot system using pheromone mechanism","year":2013,"lang":"en","type":"article","venue":"","topic":"Elevator Systems and Control","field":"Engineering","cited_by":8,"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":"Reinforcement learning; Swarm robotics; Swarm behaviour; Computer science; Robot; Ant colony optimization algorithms; Ant robotics; Swarm intelligence; Artificial intelligence; Mechanism (biology); Mathematical optimization; Mobile robot; Algorithm; Particle swarm optimization; Robot control; Mathematics","authors":[{"name":"Zhiguo Shi","is_ca":true},{"name":"Jun Tu","is_ca":false},{"name":"Yuankai Li","is_ca":true},{"name":"Zeying Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01296746317066792,"gpt":0.1958823335912747,"spread":0.1829148704206067,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007913404,0.0006017797,0.000952282,0.0003608112,0.0006196883,0.0006119297,0.001338467,0.0006921521,0.001986435],"category_scores_gemma":[0.001515224,0.0002696233,0.0003517026,0.0004072294,0.0006959076,0.0006166529,0.0007807703,0.0007584604,0.0002346248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006875658,"about_ca_system_score_gemma":0.001514401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008796167,"about_ca_topic_score_gemma":0.004035317,"domain_scores_codex":[0.9997087,0.00007235668,0.00002091238,0.00005786895,0.0000944896,0.0000456603],"domain_scores_gemma":[0.9994547,0.0002312517,0.00007842557,0.00002780424,0.0001727504,0.00003508843],"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":[0.00007872039,0.00006418871,0.0009312059,0.00009128782,0.00004733796,0.00009416522,0.000127153,0.9003409,0.002268783,0.009391103,0.001173515,0.08539163],"study_design_scores_gemma":[0.00002556145,0.00002476171,0.00005548013,0.000002635665,0.000003772141,0.0000111885,0.000004249148,0.9982635,0.0001995755,0.001157051,0.0002488679,0.00000327535],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01667448,0.0003261213,0.9795282,0.0001741775,0.00005083702,0.0000751215,0.00001263437,0.0003550595,0.002803311],"genre_scores_gemma":[0.8752216,0.0002673859,0.1208575,0.00009820907,0.00003675745,0.0002986286,0.00005189047,0.00003297013,0.003135049],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008796167,"threshold_uncertainty_score":0.01748991,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W590234810","doi":"10.1016/j.pmedr.2015.06.005","title":"Choosing between stairs and escalators in China: The impact of location, height and pedestrian volume","year":2015,"lang":"en","type":"article","venue":"Preventive Medicine Reports","topic":"Elevator Systems and Control","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Stairs; Stair climbing; Beijing; Pedestrian; Climbing; Volume (thermodynamics); Cadence; Mathematics; Statistics; Transport engineering; Physical medicine and rehabilitation; Geography; Medicine; China; Engineering","authors":[{"name":"John Zacharias","is_ca":false},{"name":"Boshen Tang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01031870613254026,"gpt":0.2538605740906871,"spread":0.2435418679581469,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007489545,0.0006472844,0.0004255048,0.0008635388,0.0007587839,0.0006819795,0.0006509171,0.0002910258,0.00156471],"category_scores_gemma":[0.001764641,0.0003028256,0.0007136875,0.001695051,0.0006715965,0.0005628481,0.0007051018,0.0002960923,0.0001841156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001946697,"about_ca_system_score_gemma":0.001636779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1782249,"about_ca_topic_score_gemma":0.310266,"domain_scores_codex":[0.9991641,0.0002455526,0.00005725013,0.0002028596,0.000152122,0.0001780871],"domain_scores_gemma":[0.9989696,0.0001708677,0.0003518069,0.0001060808,0.0001354858,0.0002662445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004827431,0.0000250777,0.9964197,0.00001316179,0.00006803056,0.00009507973,0.0004045649,0.0002423999,0.0002220154,0.00004563263,0.00006488402,0.002351318],"study_design_scores_gemma":[0.000001413521,0.00003332512,0.9990108,0.000003374823,0.00001393246,0.00001878027,0.0003660994,0.0004222709,0.00003106969,0.00001821108,0.00007714244,0.000003489075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995487,0.00004938304,0.00006848804,0.00002413992,0.000001841388,0.000004184153,0.00009147468,0.000002324931,0.0002094354],"genre_scores_gemma":[0.999571,0.00003126904,0.00006211432,0.000007126405,0.000001288456,0.000004829551,0.0001242101,0.000001091745,0.0001969707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1782249,"threshold_uncertainty_score":0.354375,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2946762441","doi":"10.1007/978-3-030-19823-7_37","title":"Learning Automata-Based Solutions to the Single Elevator Problem","year":2019,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Elevator Systems and Control","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Elevator; Benchmark (surveying); Computer science; Learning automata; Scheme (mathematics); Convergence (economics); Automaton; Mathematical optimization; Scheduling (production processes); Field (mathematics); Artificial intelligence; Mathematics; Engineering","authors":[{"name":"Omar Ghaleb","is_ca":true},{"name":"B. John Oommen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006153271209208703,"gpt":0.200120828089534,"spread":0.1939675568803254,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005071691,0.0006555854,0.000836889,0.0004201122,0.0004177335,0.0009016396,0.001573463,0.001579881,0.005853849],"category_scores_gemma":[0.003325006,0.0004300228,0.0007572013,0.0004832372,0.0007668805,0.0010617,0.001403356,0.001544639,0.0006614169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006443528,"about_ca_system_score_gemma":0.0009245711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004026112,"about_ca_topic_score_gemma":0.00653073,"domain_scores_codex":[0.9997547,0.00006715217,0.00001983186,0.0000742902,0.00004163727,0.0000424525],"domain_scores_gemma":[0.9984471,0.001197867,0.00007860807,0.00009743268,0.0001348087,0.00004421489],"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":[0.00005264673,0.00003646207,0.0002274299,0.00007218844,0.00002508263,0.00002770808,0.00006018228,0.9226741,0.0007588341,0.02258467,0.001749969,0.05173065],"study_design_scores_gemma":[0.000009407038,0.00001170371,0.00002588361,0.000004698039,0.000003242876,0.000004913544,0.000007894838,0.9833944,0.0001374336,0.01614502,0.0002527002,0.000002690111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03262323,0.0004449918,0.9552742,0.0004117288,0.0001120644,0.00004827879,0.0001359625,0.0005929827,0.01035667],"genre_scores_gemma":[0.6990193,0.0004939766,0.2869562,0.0002191976,0.0001262388,0.0002653161,0.0004425219,0.0001695081,0.01230775],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005853849,"threshold_uncertainty_score":0.01958311,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2024872518","doi":"10.5539/mas.v2n6p100","title":"Simulation of a Four-Car Elevator Operation Using MATLAB","year":2008,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Elevator Systems and Control","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Elevator; Computer science; MATLAB; Toolbox; Fuzzy logic; Controller (irrigation); Energy consumption; Simulation; Energy (signal processing); Real-time computing; Control engineering; Artificial intelligence; Mathematics; Engineering","authors":[{"name":"Saw Soon King","is_ca":false},{"name":"Omrane Bouketir","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.031113415073511,"gpt":0.2285966065614418,"spread":0.1974831914879308,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003575464,0.0005496277,0.0006732361,0.0004092763,0.0004231859,0.0006097038,0.001015679,0.00095773,0.00723923],"category_scores_gemma":[0.0009311346,0.0002240108,0.0005469752,0.0003590069,0.000389193,0.0003805412,0.0005461809,0.0007194023,0.000488554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004870765,"about_ca_system_score_gemma":0.0007425415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01201597,"about_ca_topic_score_gemma":0.004702383,"domain_scores_codex":[0.9997938,0.00005684105,0.00001714222,0.00002631628,0.00006255654,0.00004330368],"domain_scores_gemma":[0.9992619,0.0004271102,0.00005660509,0.00004825262,0.0001561722,0.00005000997],"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":[0.00008700303,0.00003888038,0.0009916525,0.00005331638,0.0000143958,0.0001211518,0.00006547054,0.9928719,0.00207335,0.001247301,0.0002246421,0.002210888],"study_design_scores_gemma":[0.00002175821,0.00004672734,0.0003095724,0.000006279464,0.000006825244,0.00001633335,0.00002887942,0.9973579,0.001472445,0.0002616168,0.0004658123,0.000005863249],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6837663,0.0002527332,0.2694758,0.0004279797,0.0001383202,0.0002903167,0.002173231,0.004157845,0.03931742],"genre_scores_gemma":[0.9649523,0.0001268766,0.02916024,0.00003005716,0.000005731676,0.0002077531,0.0004971102,0.00007125214,0.004948642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01201597,"threshold_uncertainty_score":0.02421761,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1584231178","doi":"10.7202/028821ar","title":"Absenteeism and Overtime: Double Jeopardy","year":2005,"lang":"en","type":"article","venue":"Relations industrielles","topic":"Elevator Systems and Control","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Absenteeism; Overtime; Attendance; Working hours; Demographic economics; Labour economics; Psychology; Economics; Operations management; Social psychology","authors":[{"name":"A. Mikalachki","is_ca":false},{"name":"D. C. Chapple","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009546354006024486,"gpt":0.195540915248325,"spread":0.1859945612423005,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009879608,0.0001778036,0.0003297177,0.0008514099,0.0005941718,0.0007766433,0.0002705271,0.000465057,0.002788613],"category_scores_gemma":[0.01038463,0.0001583266,0.0003580393,0.0003970261,0.0005631652,0.0005005768,0.001070047,0.0007760718,0.0002790459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004952507,"about_ca_system_score_gemma":0.0004461008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003192108,"about_ca_topic_score_gemma":0.006666481,"domain_scores_codex":[0.9989151,0.000328695,0.00009638139,0.0001068078,0.0003529217,0.0002001987],"domain_scores_gemma":[0.9876445,0.005055519,0.004126973,0.0005192557,0.0008801904,0.001773459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004287596,0.0002683235,0.9609534,0.00005412414,0.00006737938,0.0005174379,0.0008943152,0.0002772651,0.001149514,0.000146984,0.0002028754,0.03503957],"study_design_scores_gemma":[0.000004663978,0.0002060466,0.9978744,0.00001275269,0.00001959661,0.0005829206,0.0004160451,0.0002257935,0.0001836415,0.0001462892,0.000318212,0.000009663886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981472,0.000510974,0.0003617399,0.0001795931,0.00001707316,0.000006189848,0.00004046007,0.000004529531,0.0007322653],"genre_scores_gemma":[0.9992821,0.00009609312,0.0001173068,0.00003402026,0.00002525453,0.000002320412,0.00002269852,0.000002047398,0.0004182134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003192108,"threshold_uncertainty_score":0.009328783,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2998448104","doi":"10.2514/6.2020-0603","title":"Nonlinear Controller Design for Non-minimum Phase Flight System Enhanced by Adaptive Elevator Algorithm","year":2020,"lang":"en","type":"article","venue":"AIAA Scitech 2020 Forum","topic":"Elevator Systems and Control","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":"Lockheed Martin (Canada)","funders":"","keywords":"Elevator; Control theory (sociology); Nonlinear system; Minimum phase; Computer science; Acceleration; Inversion (geology); Algorithm; Flight dynamics; Phase (matter); Aerodynamics; Engineering; Artificial intelligence; Aerospace engineering; Control (management); Physics","authors":[{"name":"Sun H. Kim","is_ca":false},{"name":"Kenneth R. Horspool","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009108288191675886,"gpt":0.2174849832959891,"spread":0.2083766951043132,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003848901,0.0004327645,0.0004467925,0.0002273119,0.0003672318,0.0006401864,0.0006726018,0.0004754179,0.002035634],"category_scores_gemma":[0.0006766878,0.0002045684,0.0002788186,0.0001747853,0.0002953491,0.0003588692,0.0004706297,0.0006258923,0.0003511457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002819478,"about_ca_system_score_gemma":0.0005951994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004172273,"about_ca_topic_score_gemma":0.002957373,"domain_scores_codex":[0.9997848,0.00003586252,0.00001707053,0.00005168426,0.00008501683,0.00002572174],"domain_scores_gemma":[0.9997404,0.00005890643,0.00004292851,0.00001541807,0.0001323784,0.000009906371],"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":[0.0002424767,0.00006916982,0.001033354,0.0002831309,0.00007434112,0.0002275813,0.0002174319,0.8096542,0.0349611,0.009002224,0.00158289,0.1426521],"study_design_scores_gemma":[0.00001446373,0.00007122435,0.0001521409,0.000007269755,0.000007155083,0.00002058054,0.000006133072,0.9971099,0.001638937,0.0002823239,0.0006859374,0.00000389653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02679157,0.0003203819,0.966513,0.0001252267,0.00009602735,0.0000668319,0.00002259837,0.0003526719,0.005711665],"genre_scores_gemma":[0.9426159,0.000259325,0.05270115,0.00007544716,0.00004747885,0.0001800358,0.00006026081,0.00002428419,0.004036085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004172273,"threshold_uncertainty_score":0.008295953,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2131056066","doi":"10.1109/ijcnn.2008.4634208","title":"Tradeoff between exploration and exploitation of OQ(&amp;#x03BB;) with non-Markovian update in dynamic environments","year":2008,"lang":"en","type":"article","venue":"","topic":"Elevator Systems and Control","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":"University of Waterloo","funders":"","keywords":"Lambda; Computer science; Algorithm; Markov process; Mathematics; Mathematical optimization; Physics; Statistics","authors":[{"name":"Maryam Shokri","is_ca":true},{"name":"Hamid R. Tizhoosh","is_ca":true},{"name":"Mohamed S. Kamel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01024050949748049,"gpt":0.1853958431772147,"spread":0.1751553336797342,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003107789,0.0004281915,0.0005597936,0.0003618944,0.0004130906,0.0007128199,0.001199139,0.0007828966,0.001010721],"category_scores_gemma":[0.01436337,0.0002866889,0.0002227251,0.000299764,0.0007176477,0.001776841,0.0009894025,0.000849752,0.00011993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005098989,"about_ca_system_score_gemma":0.0008864627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001904646,"about_ca_topic_score_gemma":0.002538538,"domain_scores_codex":[0.9989229,0.000435689,0.00005599976,0.0001254597,0.0003093767,0.0001505517],"domain_scores_gemma":[0.9862121,0.01164579,0.0006304651,0.0004877066,0.0006616477,0.0003621974],"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":[0.0009435568,0.0004759911,0.009158223,0.0002509291,0.00009321164,0.0001382274,0.0004131864,0.6841502,0.01159867,0.02163182,0.0005999993,0.2705459],"study_design_scores_gemma":[0.00003505067,0.0002301666,0.0007772288,0.000008115297,0.00001299448,0.00005278607,0.0000420952,0.9928247,0.002250384,0.003501331,0.000255842,0.000009357723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3461737,0.0004732854,0.648441,0.0003308753,0.00003069931,0.00009195851,0.00001683458,0.0002616315,0.004179953],"genre_scores_gemma":[0.9295375,0.0001029049,0.0694991,0.00006600086,0.00001096037,0.00005323624,0.00001351669,0.00003128949,0.0006855465],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003107789,"threshold_uncertainty_score":0.01643574,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2530256457","doi":"10.22260/isarc2016/0056","title":"Simulation of HVAC Local Control Based on Occupants Locations and Preferences","year":2016,"lang":"en","type":"article","venue":"Proceedings of the ... ISARC","topic":"Elevator Systems and Control","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":"Concordia University","funders":"","keywords":"HVAC; Computer science; Control (management); Environmental science; Automotive engineering; Engineering; Artificial intelligence; Air conditioning; Mechanical engineering","authors":[{"name":"Zheng Liu","is_ca":true},{"name":"Shide Salimi","is_ca":true},{"name":"Amin Hammad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009562882561575527,"gpt":0.2075482602065739,"spread":0.1979853776449983,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002830939,0.0004338972,0.0004366419,0.0002694496,0.000373492,0.0005148537,0.0006574603,0.0005231086,0.004144082],"category_scores_gemma":[0.0007121243,0.0001943002,0.0004585104,0.0002199725,0.0004059333,0.0002634035,0.0004714779,0.0004301264,0.0001689914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005901412,"about_ca_system_score_gemma":0.0006200316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02425789,"about_ca_topic_score_gemma":0.01344638,"domain_scores_codex":[0.9998349,0.00004253339,0.000007404247,0.00002376157,0.00003557236,0.00005584914],"domain_scores_gemma":[0.9995485,0.0002427848,0.00004461151,0.00003389854,0.00008532517,0.00004489631],"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":[0.00008367276,0.00003823701,0.001155141,0.00001633393,0.000008093049,0.00003339216,0.00003765174,0.9956157,0.001030267,0.0003956542,0.00009083511,0.001495059],"study_design_scores_gemma":[0.00001829255,0.00005547678,0.0006590406,0.000002647224,0.000006566167,0.000006010045,0.00002907237,0.9982489,0.0007299055,0.0001012234,0.0001390016,0.000003853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9482013,0.0000828493,0.039849,0.00008582728,0.00003743774,0.00008403064,0.0002960616,0.0002977154,0.01106572],"genre_scores_gemma":[0.9963126,0.00002987606,0.002112924,0.000007783186,0.000001977709,0.00003778684,0.00006953484,0.000008670814,0.001418805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02425789,"threshold_uncertainty_score":0.04823339,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4284893336","doi":"10.1109/icphm53196.2022.9815668","title":"Reinforcement Learning based on Stochastic Dynamic Programming for Condition-based Maintenance of Deteriorating Production Processes","year":2022,"lang":"en","type":"article","venue":"","topic":"Elevator Systems and Control","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":"Concordia University","funders":"","keywords":"Reinforcement learning; Markov decision process; Computer science; Dynamic programming; Production (economics); Markov process; Preventive maintenance; Stochastic programming; Process (computing); Quality (philosophy); State (computer science); Mathematical optimization; Optimal maintenance; Q-learning; Reliability engineering; Artificial intelligence; Engineering; Mathematics; Algorithm","authors":[{"name":"Hasan Rasay","is_ca":false},{"name":"Farnoosh Naderkhani","is_ca":true},{"name":"Amir Mohammad Golmohammadi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00566666048657031,"gpt":0.2123191839889677,"spread":0.2066525235023974,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001284736,0.0009026973,0.001463382,0.0004232337,0.0003688855,0.0007982437,0.001186088,0.001020637,0.001817363],"category_scores_gemma":[0.002768018,0.0004602767,0.0006669467,0.0004148335,0.0008069097,0.000699902,0.0007682497,0.001581404,0.0001743673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001191981,"about_ca_system_score_gemma":0.001487954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01217083,"about_ca_topic_score_gemma":0.006753224,"domain_scores_codex":[0.9993982,0.0002039814,0.00002683082,0.0001311899,0.0001324945,0.0001073144],"domain_scores_gemma":[0.9986097,0.0009047826,0.0001770914,0.00003402864,0.0002018998,0.00007241471],"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":[0.00001764991,0.00002092191,0.0002343021,0.00002095024,0.00001400999,0.00003120421,0.00001545848,0.9911178,0.0002019737,0.003337341,0.0001453954,0.00484293],"study_design_scores_gemma":[0.000002589839,0.000008950597,0.00002597741,0.000001310714,0.000002029516,0.000002479076,9.820616e-7,0.9991294,0.00003248142,0.0007451161,0.00004745214,0.000001308686],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01958741,0.0002843786,0.9777101,0.0002345019,0.00003893477,0.00003881125,0.00003676952,0.0002036231,0.001865478],"genre_scores_gemma":[0.9499553,0.0002819342,0.04665732,0.0001005368,0.00004332264,0.0001813077,0.00008298958,0.00004001606,0.002657089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01217083,"threshold_uncertainty_score":0.02419996,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2019941030","doi":"10.1080/10400430903520264","title":"Impact of the A18.1 ASME Standard on Platform Lifts and Stairway Chairlifts on Accessibility and Usability","year":2010,"lang":"en","type":"article","venue":"Assistive Technology","topic":"Elevator Systems and Control","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":"Golder Associates (Canada)","funders":"National Institute on Disability and Rehabilitation Research","keywords":"Usability; Lift (data mining); Engineering; Elevator; Transport engineering; Computer science; Automotive engineering; Human–computer interaction; Structural engineering","authors":[{"name":"David C. Balmer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006167495695186141,"gpt":0.2479515031505266,"spread":0.2417840074553404,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01152024,0.0007911074,0.000500535,0.002454008,0.001512377,0.002884574,0.001360788,0.002119618,0.006672581],"category_scores_gemma":[0.03565781,0.0004142237,0.001052484,0.0009694615,0.00100804,0.001225921,0.001474118,0.001545877,0.002162831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003603899,"about_ca_system_score_gemma":0.005840866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02852804,"about_ca_topic_score_gemma":0.02121573,"domain_scores_codex":[0.9707084,0.004255366,0.002042922,0.001107155,0.01992954,0.001956567],"domain_scores_gemma":[0.8916914,0.02606794,0.007088967,0.004120098,0.06849623,0.002535345],"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":[0.002505,0.004774873,0.1588937,0.001646012,0.0002161117,0.0009886131,0.003140748,0.01889675,0.05355431,0.03171716,0.1800139,0.5436528],"study_design_scores_gemma":[0.0004349752,0.01078322,0.5463125,0.002111817,0.0004958835,0.001751413,0.005234091,0.01674543,0.07242844,0.005794428,0.3372837,0.0006242728],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8242952,0.004017577,0.01460459,0.01502286,0.003651782,0.0006653135,0.001880264,0.001595584,0.1342669],"genre_scores_gemma":[0.9535688,0.001831617,0.01198755,0.003556388,0.0005327348,0.0004679425,0.001905768,0.000299938,0.02584916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02852804,"threshold_uncertainty_score":0.06092554,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389817693","doi":"10.1139/tcsme-2023-0055","title":"Research on optimal fast terminal sliding mode control of horizontal vibration of high-speed elevator car system","year":2023,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Elevator Systems and Control","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"Natural Science Foundation of Shandong Province","keywords":"Terminal sliding mode; Elevator; Control theory (sociology); Vibration; Sliding mode control; Vibration control; Controller (irrigation); Engineering; Acceleration; Computer science; Nonlinear system; Structural engineering; Acoustics; Physics","authors":[{"name":"Hua Li","is_ca":false},{"name":"Qin He","is_ca":false},{"name":"Li Li","is_ca":false},{"name":"Lixin Liu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01568484271820279,"gpt":0.2361630951463276,"spread":0.2204782524281248,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004089387,0.000503485,0.0004682558,0.0002382324,0.0003196534,0.0006806387,0.0004292981,0.0003736714,0.001041507],"category_scores_gemma":[0.0006052643,0.0001910635,0.0004605482,0.0002230898,0.0004029207,0.0005353405,0.0003766376,0.0004412718,0.00008366684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000320686,"about_ca_system_score_gemma":0.000776694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00577326,"about_ca_topic_score_gemma":0.002311396,"domain_scores_codex":[0.9997256,0.0000456491,0.00001701689,0.00007195507,0.00009829991,0.00004140024],"domain_scores_gemma":[0.9997944,0.00006213117,0.00002785813,0.00001567063,0.0000860084,0.00001382844],"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":[0.0002003582,0.00006894083,0.001850012,0.0003548792,0.00009550687,0.0002148081,0.0003043255,0.8377622,0.03419083,0.02069418,0.001070391,0.1031935],"study_design_scores_gemma":[0.00001108599,0.000100555,0.0004210057,0.000005912627,0.000009982866,0.00001202353,0.00001829757,0.9970067,0.001192494,0.0008795574,0.0003374094,0.000004883544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09365574,0.0009405628,0.8985068,0.0001995739,0.0001034813,0.00003481787,0.00001690597,0.0001821956,0.006359971],"genre_scores_gemma":[0.988638,0.0003802928,0.009234586,0.00002938264,0.00002770069,0.00003107091,0.00001927758,0.000007569164,0.001632195],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00577326,"threshold_uncertainty_score":0.01147926,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3143988405","doi":"10.1109/lgrs.2021.3067974","title":"Deep Learning-Based Ground Vibration Monitoring: Reinforcement Learning and RNN–CNN Approach","year":2021,"lang":"en","type":"article","venue":"IEEE Geoscience and Remote Sensing Letters","topic":"Elevator Systems and Control","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"Ministry of Science and ICT, South Korea","keywords":"Computer science; Reinforcement learning; Artificial intelligence; Recurrent neural network; Convolutional neural network; Scheme (mathematics); Deep learning; Vibration; Machine learning; Artificial neural network; Pattern recognition (psychology)","authors":[{"name":"Sangseok Yun","is_ca":false},{"name":"Jae‐Mo Kang","is_ca":false},{"name":"Jeongseok Ha","is_ca":false},{"name":"Sangho Lee","is_ca":false},{"name":"Dong-Woo Ryu","is_ca":false},{"name":"Jihoe Kwon","is_ca":false},{"name":"Il‐Min Kim","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008378233794983191,"gpt":0.1995307419637177,"spread":0.1911525081687345,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005791081,0.0005562949,0.000454054,0.0002217365,0.0001524984,0.0003515715,0.0007090113,0.0005284394,0.0005871089],"category_scores_gemma":[0.001034041,0.0001931811,0.0002251996,0.0003237367,0.0003056003,0.0006227642,0.0003787027,0.0005796305,0.0001242283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005672078,"about_ca_system_score_gemma":0.0003761094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006349758,"about_ca_topic_score_gemma":0.004879065,"domain_scores_codex":[0.999797,0.00004888474,0.00001226028,0.00005710552,0.0000495339,0.00003512564],"domain_scores_gemma":[0.9997275,0.0001094604,0.00004636739,0.00002711171,0.00007498502,0.00001456021],"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":[0.0001622917,0.000133605,0.00295848,0.0000916285,0.0000652399,0.00009117853,0.0000487199,0.7629857,0.01250716,0.004377974,0.001027907,0.2155501],"study_design_scores_gemma":[0.000001435628,0.00001529318,0.0001466219,0.00000150797,0.000002877173,0.000004617051,0.000001657246,0.9986475,0.0007873404,0.000302389,0.00008738437,0.00000152259],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07928873,0.0008489738,0.9163219,0.0002842648,0.00006882806,0.00004022205,0.00004393638,0.0005504003,0.002552835],"genre_scores_gemma":[0.9551071,0.0002058575,0.0427236,0.00007850473,0.00002820928,0.00002476545,0.00004792038,0.00001430995,0.001769651],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006349758,"threshold_uncertainty_score":0.01262563,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1797211444","doi":"10.1109/isic.1989.238704","title":"Intelligent scheduling of a group of elevators","year":2003,"lang":"en","type":"article","venue":"","topic":"Elevator Systems and Control","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Elevator; Blackboard (design pattern); Blackboard system; Computer science; Scheduling (production processes); Architecture; Prolog; Artificial intelligence; Software engineering; Engineering; Operations management","authors":[{"name":"G.K.H. Pang","is_ca":true},{"name":"B. Nandy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00794053825681147,"gpt":0.1959039419411178,"spread":0.1879634036843063,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004351184,0.0004905887,0.0004732086,0.0002253921,0.0007132439,0.0007700866,0.0006057238,0.000442267,0.001858931],"category_scores_gemma":[0.001100466,0.0002406587,0.0002696154,0.0002461094,0.0004406195,0.0005038449,0.0006382077,0.0003674133,0.0002335953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005237335,"about_ca_system_score_gemma":0.0008012154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004672761,"about_ca_topic_score_gemma":0.004535595,"domain_scores_codex":[0.9996687,0.00008532713,0.00001355495,0.00009306621,0.00005316703,0.00008619382],"domain_scores_gemma":[0.9995254,0.000149337,0.0000890746,0.00005973466,0.00006993133,0.0001064923],"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":[0.0005964398,0.0001624894,0.002668993,0.00008848798,0.0000595412,0.0004134345,0.0003330147,0.8835882,0.03027705,0.0088521,0.001264617,0.07169563],"study_design_scores_gemma":[0.00003831414,0.0001450106,0.0005359339,0.000003411078,0.00001677245,0.00003778401,0.00007480028,0.991599,0.003091348,0.002533349,0.001916551,0.00000768564],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3878275,0.0002297431,0.6038709,0.0001857692,0.00007447165,0.0001065824,0.00004753688,0.0006950534,0.006962492],"genre_scores_gemma":[0.9583772,0.00007024325,0.0390979,0.00002345681,0.00002261588,0.0000432587,0.00006626327,0.000030232,0.002268887],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004672761,"threshold_uncertainty_score":0.009291112,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3037136067","doi":"10.1177/1045389x20932220","title":"An optical red green blue sensor for monitoring the degradation of magnetorheological fluids in flow-recirculating high-torque clutch actuators","year":2020,"lang":"en","type":"article","venue":"Journal of Intelligent Material Systems and Structures","topic":"Elevator Systems and Control","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Consortium de Recherche et d’innovation en Aérospatiale au Québec","keywords":"Magnetorheological fluid; Clutch; Actuator; Torque; Mechanical engineering; Engineering; Rotary actuator; Automotive engineering; Materials science; Structural engineering; Damper; Electrical engineering","authors":[{"name":"Benoit Gillet","is_ca":true},{"name":"Alexandre Landry-Blais","is_ca":true},{"name":"Mathieu Lamy","is_ca":true},{"name":"Raphaël Pilon","is_ca":true},{"name":"Jean‐Sébastien Plante","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01703198788604149,"gpt":0.2339914664852276,"spread":0.2169594785991862,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003936471,0.0005393095,0.0002236973,0.0004688464,0.0002343259,0.000301428,0.0008616938,0.0008067356,0.000803552],"category_scores_gemma":[0.0004130164,0.0002667705,0.0001899198,0.0002120759,0.0003621553,0.0007053138,0.000280254,0.000502346,0.0003140731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003225343,"about_ca_system_score_gemma":0.0002513061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004345411,"about_ca_topic_score_gemma":0.0009477608,"domain_scores_codex":[0.9996251,0.00005655146,0.00001201972,0.00009143169,0.000181817,0.00003299061],"domain_scores_gemma":[0.9996246,0.00009406278,0.0001126536,0.00002138735,0.0001201344,0.0000271615],"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":[0.00003642185,0.00002078665,0.0001869008,0.00006795651,0.000003083687,0.00004026501,0.00003497371,0.00007893603,0.995995,0.00006429166,0.0001121178,0.003359174],"study_design_scores_gemma":[0.000006132363,0.0001748335,0.0009760372,0.00000656112,0.000008288126,0.0001479012,0.00003910013,0.001891351,0.9954916,0.000019267,0.001227099,0.00001190825],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8529491,0.003536628,0.1346845,0.0004500582,0.0003651463,0.0001490387,0.0002749797,0.001896316,0.005694177],"genre_scores_gemma":[0.9092799,0.001056633,0.08407363,0.0003158737,0.00004510345,0.00009268626,0.0001186119,0.00007758146,0.00493999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008616938,"threshold_uncertainty_score":0.002688169,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3037933976","doi":"10.1061/jtepbs.0000424","title":"Probabilistic Methodology to Quantify User Delay Costs for Urban Arterial Work Zones","year":2020,"lang":"en","type":"article","venue":"Journal of Transportation Engineering Part A Systems","topic":"Elevator Systems and Control","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Calgary; University of Manitoba","funders":"","keywords":"Probabilistic logic; Computer science; Work (physics); Environmental science; Engineering; Artificial intelligence","authors":[{"name":"Maryam Ghaffari Dolama","is_ca":true},{"name":"Lynne Cowe Falls","is_ca":true},{"name":"Jonathan D. Regehr","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03999335266338857,"gpt":0.2466136519120304,"spread":0.2066202992486419,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003635005,0.0008710125,0.0004266688,0.003159321,0.0005745696,0.001422368,0.001787661,0.0008352888,0.003117091],"category_scores_gemma":[0.01159465,0.0006697046,0.0008473062,0.003063963,0.0008738284,0.001511873,0.001201894,0.0008231362,0.0001900685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003461219,"about_ca_system_score_gemma":0.002707019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01704345,"about_ca_topic_score_gemma":0.01912225,"domain_scores_codex":[0.9977785,0.0008603565,0.00009333787,0.0002332362,0.0008486779,0.0001858614],"domain_scores_gemma":[0.9940186,0.003839888,0.0009733659,0.0003095722,0.0007625987,0.00009603681],"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":[0.0000130223,0.00002154133,0.002254989,0.0000284836,0.00002036909,0.00002481642,0.0000305375,0.9599468,0.0002966141,0.0285861,0.0002238892,0.008552827],"study_design_scores_gemma":[0.000004072583,0.00004082696,0.002161074,0.00001613184,0.00001654198,0.00005827676,0.00007011068,0.9845659,0.0003825811,0.01145818,0.001205386,0.00002094147],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04112089,0.0001993729,0.9517246,0.0001238995,0.00001725125,0.0001977612,0.0003688182,0.0001139985,0.006133475],"genre_scores_gemma":[0.8479035,0.0003769993,0.1486297,0.00003540647,0.00002155949,0.0004558073,0.0003798816,0.0000474862,0.002149772],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01704345,"threshold_uncertainty_score":0.03388846,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2042893186","doi":"10.4028/www.scientific.net/amm.361-363.1693","title":"Research on Application of Precast-Assemble Technology to Road Maintenance Engineering","year":2013,"lang":"en","type":"article","venue":"Applied Mechanics and Materials","topic":"Elevator Systems and Control","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":"Ministry of Transportation of Ontario","funders":"","keywords":"Precast concrete; Engineering; Construction engineering; Mode (computer interface); Cement; Civil engineering; Computer science; Materials science","authors":[{"name":"Peng Peng","is_ca":false},{"name":"Zu Guang Yuan","is_ca":false},{"name":"Bo Tian","is_ca":true},{"name":"Kai Min Niu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00927039935185879,"gpt":0.2408763580706242,"spread":0.2316059587187654,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003359381,0.0003269818,0.0002539227,0.0008652976,0.0003563749,0.0006484218,0.0006871783,0.0004867309,0.002881891],"category_scores_gemma":[0.001069855,0.0002311582,0.0004302647,0.0008012475,0.0003862692,0.001240641,0.0003740198,0.0004694029,0.0004853859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005361535,"about_ca_system_score_gemma":0.000705874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001963318,"about_ca_topic_score_gemma":0.001779329,"domain_scores_codex":[0.999479,0.00006309577,0.00002489791,0.0001317941,0.0002527841,0.000048444],"domain_scores_gemma":[0.9993879,0.0001852705,0.00006435815,0.00008671253,0.0002348347,0.000040966],"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":[0.00009456964,0.0002082355,0.009045633,0.001355163,0.00004301854,0.0003326684,0.001039468,0.02001397,0.1604005,0.04148903,0.001143027,0.7648346],"study_design_scores_gemma":[0.00006317655,0.003018082,0.05649447,0.0006768546,0.0003612774,0.004051428,0.001854733,0.1501695,0.4288128,0.03179412,0.3224998,0.0002037559],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3755772,0.03722883,0.5167626,0.0009716683,0.0003444858,0.0001746647,0.00009787238,0.0006476664,0.06819496],"genre_scores_gemma":[0.8657355,0.01990227,0.09945475,0.0001089215,0.0001706325,0.00004683659,0.0001310404,0.00005094737,0.01439919],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002881891,"threshold_uncertainty_score":0.009640872,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2073471928","doi":"10.1139/tcsme-2013-0080","title":"GA BASED HYBRID FUZZY RULE OPTIMIZATION APPROACH FOR ELEVATOR GROUP CONTROL SYSTEM","year":2013,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Elevator Systems and Control","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Elevator; Schedule; Genetic algorithm; Computer science; Fuzzy logic; Fuzzy control system; Control (management); Quality (philosophy); Mathematical optimization; Control engineering; Engineering; Artificial intelligence; Mathematics; Machine learning; Structural engineering","authors":[{"name":"Ta-Cheng Chen","is_ca":false},{"name":"Yuan-Yong Hsu","is_ca":false},{"name":"An‐Chen Lee","is_ca":false},{"name":"Shiang‐Yu Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004883693291744341,"gpt":0.1549292441605248,"spread":0.1500455508687804,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004934617,0.0007479792,0.0009565714,0.0005797336,0.0004408365,0.000924223,0.001099935,0.000922467,0.001550124],"category_scores_gemma":[0.000545806,0.0003647858,0.0006480152,0.0005138603,0.0003718137,0.0003232959,0.0003386056,0.0005639083,0.000237112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007084183,"about_ca_system_score_gemma":0.001038583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01791796,"about_ca_topic_score_gemma":0.01254282,"domain_scores_codex":[0.9996549,0.00007126776,0.00002094513,0.00007577729,0.0001136988,0.000063388],"domain_scores_gemma":[0.999795,0.00007159085,0.00003147467,0.00001375411,0.00007646563,0.00001171999],"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":[0.00004673213,0.00003838172,0.0002692523,0.00003364843,0.00004006963,0.00007950382,0.00002838039,0.9659606,0.003225689,0.001182399,0.0003372728,0.02875818],"study_design_scores_gemma":[0.00001147244,0.00003707454,0.0001033653,0.00000323586,0.00001210315,0.00001308656,0.000005692407,0.9987178,0.0005433015,0.0003033369,0.0002453467,0.000004271983],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08113673,0.0009632551,0.9074556,0.000177266,0.00009068013,0.0001260745,0.00007067788,0.0007449174,0.009234875],"genre_scores_gemma":[0.9048612,0.0002739154,0.09106083,0.0000966877,0.00002349894,0.0001560089,0.00008315319,0.00002765282,0.003417065],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01791796,"threshold_uncertainty_score":0.03562731,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2164051891","doi":"10.4278/ajhp.100202-arb-39","title":"The Effects of Commuter Pedestrian Traffic on the Use of Stairs in an Urban Setting","year":2011,"lang":"en","type":"article","venue":"American Journal of Health Promotion","topic":"Elevator Systems and Control","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":"McGill University","funders":"","keywords":"Stairs; Pedestrian; Transport engineering; Morning; Rush hour; Stair climbing; Poison control; Gerontology; Geography; Medicine; Environmental health; Engineering; Physical therapy","authors":[{"name":"Ross E. Andersen","is_ca":true},{"name":"Adrian Bauman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03670907394399726,"gpt":0.2538141486829608,"spread":0.2171050747389635,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009682392,0.0002525631,0.000173511,0.0005904712,0.0003923016,0.0004680041,0.0002644264,0.0002980962,0.002124276],"category_scores_gemma":[0.00360511,0.0001928614,0.0004272849,0.0005712209,0.0003560593,0.0002579941,0.000493954,0.0003450041,0.0002778349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003817933,"about_ca_system_score_gemma":0.0003423752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009018008,"about_ca_topic_score_gemma":0.01620987,"domain_scores_codex":[0.9990145,0.0005718091,0.00006807646,0.0001094807,0.000126813,0.0001092981],"domain_scores_gemma":[0.9964139,0.00137527,0.001192783,0.0001684738,0.0002975641,0.0005520982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005573501,0.0002001991,0.9952552,0.00003167383,0.00009334428,0.0001015643,0.0003283119,0.0001505129,0.0003588963,0.000009164133,0.00007686204,0.002836942],"study_design_scores_gemma":[0.000004113788,0.0003232409,0.9991494,0.000004268168,0.00001753198,0.00004939562,0.0002411421,0.0001049773,0.00004724862,0.000006889318,0.00004877598,0.000002872829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997421,0.00005191561,0.00002429551,0.000008628736,0.000001249049,0.000003863028,0.00005483439,0.000001197663,0.0001120558],"genre_scores_gemma":[0.9997519,0.00004131211,0.00004476316,0.000005403828,0.000002974863,0.000006530568,0.00008515196,0.000001007717,0.000061077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009018008,"threshold_uncertainty_score":0.01793104,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2139899388","doi":"10.1504/ijhfms.2010.040274","title":"Using visibility tools in Classic JACK to assess line-of-sight issues associated with the operation of mobile equipment","year":2010,"lang":"en","type":"article","venue":"International Journal of Human Factors Modelling and Simulation","topic":"Elevator Systems and Control","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":"Laurentian University","funders":"","keywords":"Visibility; Operator (biology); Sight; Mobile device; Computer science; Line (geometry); Non-line-of-sight propagation; Engineering; Simulation; Telecommunications; Wireless; Operating system","authors":[{"name":"Tammy Eger","is_ca":true},{"name":"Alison Godwin","is_ca":true},{"name":"Sylvain Grenier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08796432332800566,"gpt":0.3433015683633577,"spread":0.255337245035352,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008213401,0.0007414586,0.0003285172,0.001439262,0.0002265102,0.0006514628,0.0005796899,0.0002516808,0.004172536],"category_scores_gemma":[0.004357446,0.0003804661,0.0003407981,0.000734324,0.0003557882,0.001016494,0.0008824928,0.0004235053,0.0004026677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003204482,"about_ca_system_score_gemma":0.0005019694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004052863,"about_ca_topic_score_gemma":0.007142718,"domain_scores_codex":[0.9994696,0.0001394656,0.0000408308,0.00008010783,0.0002217225,0.00004830187],"domain_scores_gemma":[0.9973193,0.001412477,0.000447094,0.0002023773,0.0005367536,0.00008192652],"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":[0.001550169,0.0008271494,0.1206468,0.001108225,0.0002465634,0.0007205696,0.003291557,0.3736221,0.07420571,0.01190316,0.005960245,0.4059177],"study_design_scores_gemma":[0.0001129656,0.001445865,0.08207861,0.0001195225,0.0001411372,0.0007792354,0.001525446,0.859977,0.03679556,0.004791075,0.01203745,0.0001960916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3361088,0.00007289059,0.6486506,0.00004103413,0.0000401763,0.0003038032,0.0006337845,0.005855536,0.00829342],"genre_scores_gemma":[0.8034636,0.00008406929,0.1925368,0.00001860459,0.000007447803,0.0002229607,0.0005919497,0.0003655652,0.002708943],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004172536,"threshold_uncertainty_score":0.01395851,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2364171990","doi":"","title":"Teaching Module Design of Elevator Controlled by PLC","year":2010,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Elevator Systems and Control","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Elevator; Debugging; Computer science; Stepper motor; Line (geometry); Embedded system; Computer hardware; Operating system; Mechanical engineering","authors":[{"name":"Yaning Sun","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003788464073619828,"gpt":0.1937296700570917,"spread":0.1899412059834719,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002175571,0.000423618,0.0003539218,0.0004235622,0.0003482372,0.0005101794,0.001208966,0.000438571,0.0141182],"category_scores_gemma":[0.0005318442,0.000306475,0.0002678623,0.0002297388,0.0002031889,0.0005892776,0.0004483438,0.0003961926,0.00256778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003682163,"about_ca_system_score_gemma":0.000534447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001125704,"about_ca_topic_score_gemma":0.0005817484,"domain_scores_codex":[0.999464,0.00005664559,0.00002535605,0.0001430241,0.0002329388,0.00007806178],"domain_scores_gemma":[0.9996835,0.00004606432,0.00002775583,0.00004252655,0.000164701,0.0000354969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000929122,0.0002542002,0.005771524,0.001254284,0.0000870332,0.0007800178,0.0009661414,0.01137589,0.5426087,0.01108109,0.01440599,0.4104861],"study_design_scores_gemma":[0.0006914265,0.002128505,0.01494391,0.0001797226,0.0002981023,0.003552887,0.0002249406,0.1552545,0.6539934,0.002762983,0.1658031,0.0001663886],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09302745,0.0003778766,0.8518022,0.0004310867,0.0001819208,0.0007887681,0.0003711259,0.01835501,0.03466454],"genre_scores_gemma":[0.8115243,0.0003812538,0.1473446,0.0003696797,0.000144375,0.0009828157,0.0005223661,0.0006405659,0.03808994],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0141182,"threshold_uncertainty_score":0.04723006,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401539793","doi":"10.1109/remar61031.2024.10617543","title":"Motion Control of a Cable-Driven Parallel Robot Using Reinforcement Learning Deep Deterministic Policy Gradient Multi - Agent","year":2024,"lang":"en","type":"article","venue":"","topic":"Elevator Systems and Control","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":"Queen's University","funders":"","keywords":"Reinforcement learning; Computer science; Robot; Motion control; Motion (physics); Q-learning; Reinforcement; Control (management); Artificial intelligence; Control theory (sociology); Control engineering; Engineering; Structural engineering","authors":[{"name":"Pegah Nomanfar","is_ca":true},{"name":"Leila Notash","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01807998876370792,"gpt":0.2465364576069015,"spread":0.2284564688431936,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004212296,0.0004761533,0.000441028,0.0001725663,0.0003391661,0.0003657117,0.0005313316,0.0004476814,0.001038736],"category_scores_gemma":[0.0008001198,0.0002294572,0.0002879545,0.0001791952,0.0006794131,0.0002947137,0.0007125906,0.0005887617,0.0001312722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004863829,"about_ca_system_score_gemma":0.0008935117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00675986,"about_ca_topic_score_gemma":0.004130562,"domain_scores_codex":[0.9998566,0.00003463864,0.000006277176,0.00003316293,0.000043669,0.00002558718],"domain_scores_gemma":[0.9996486,0.0001343134,0.0000877558,0.00002281492,0.00007461366,0.00003198721],"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":[0.00004911899,0.00002017501,0.0002705892,0.00002639644,0.0000126466,0.00008431136,0.00002864577,0.9863854,0.002876871,0.002214795,0.0002198797,0.007811207],"study_design_scores_gemma":[0.000008562001,0.00004267289,0.00006575852,0.00000191884,0.000002438818,0.000007751938,0.000003161621,0.9988087,0.0003651745,0.0005365102,0.00015482,0.000002562589],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1302576,0.0002174186,0.8601333,0.0004567796,0.00008434026,0.00007743203,0.00004533681,0.0005641195,0.008163624],"genre_scores_gemma":[0.9783683,0.00005708185,0.01912685,0.00003517,0.00001029465,0.00006364104,0.00001907599,0.00001017921,0.002309346],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00675986,"threshold_uncertainty_score":0.01344103,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3146746004","doi":"10.1109/iwqos.2011.5931350","title":"Utilizing elevator for wireless sensor data collection in high-rise structure monitoring","year":2011,"lang":"en","type":"article","venue":"","topic":"Elevator Systems and Control","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":"Simon Fraser University","funders":"","keywords":"Elevator; Base station; Exploit; Wireless sensor network; Computer science; Network packet; Stairs; Data collection; Computer network; Scheduling (production processes); Real-time computing; Wireless; Telecommunications; Engineering; Computer security","authors":[{"name":"Feng Wang","is_ca":true},{"name":"Jiangchuan Liu","is_ca":false},{"name":"Dan Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03837786540345909,"gpt":0.2345403395061708,"spread":0.1961624741027118,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001041818,0.0009317531,0.0007710926,0.0004634,0.0007304048,0.001182316,0.001786191,0.001440592,0.0009488409],"category_scores_gemma":[0.001499761,0.0004415138,0.0009469657,0.0009573865,0.0008778073,0.002175705,0.002486331,0.001360515,0.0004205869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006004059,"about_ca_system_score_gemma":0.000750177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002318973,"about_ca_topic_score_gemma":0.004372471,"domain_scores_codex":[0.9985593,0.0004480219,0.00006582459,0.0003885351,0.0003473276,0.0001909434],"domain_scores_gemma":[0.9991562,0.0002533298,0.0001649405,0.0001921546,0.0001397072,0.00009356807],"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":[0.0005943099,0.0003041239,0.01914771,0.0005219812,0.000169141,0.002225554,0.0009365014,0.6959658,0.08163653,0.04039541,0.003357721,0.1547453],"study_design_scores_gemma":[0.00002053965,0.000256632,0.002874856,0.00003205503,0.00004424704,0.000352835,0.0002304461,0.9724633,0.01156431,0.008055174,0.00406646,0.0000392114],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04055499,0.0003395401,0.9565468,0.0001983911,0.00005159887,0.00007535839,0.00009226819,0.0004816821,0.00165922],"genre_scores_gemma":[0.751555,0.0005388932,0.2444755,0.000145428,0.00006559661,0.0001358621,0.0002571545,0.00005859912,0.002767834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002318973,"threshold_uncertainty_score":0.005509734,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409766642","doi":"10.1038/s41598-025-98999-6","title":"Bridging the gap between haptic devices and cobots with highly geared magnetorheological actuators","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Elevator Systems and Control","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":"Q & T Research; Université de Sherbrooke","funders":"National Research Council Canada; Mitacs","keywords":"Bridging (networking); Magnetorheological fluid; Actuator; Haptic technology; Computer science; Simulation; Artificial intelligence; Control engineering; Engineering; Computer security","authors":[{"name":"Jean‐Sébastien Plante","is_ca":true},{"name":"Alexandre St-Jean","is_ca":true},{"name":"Jean-Philippe Lucking Bigué","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008598525385895638,"gpt":0.2045959256379722,"spread":0.1959974002520766,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009559086,0.000395893,0.0004309143,0.0003908076,0.0002180193,0.001037746,0.0007858879,0.0007486196,0.001255415],"category_scores_gemma":[0.00170093,0.0002842986,0.000230891,0.0002012677,0.001165432,0.001389132,0.0007607413,0.0005528008,0.0003556368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003857733,"about_ca_system_score_gemma":0.00022758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001891921,"about_ca_topic_score_gemma":0.0003137238,"domain_scores_codex":[0.9991245,0.0001934662,0.00003163645,0.0001095984,0.0004815862,0.0000591961],"domain_scores_gemma":[0.9987659,0.000847372,0.0001450727,0.0001224026,0.00008615229,0.00003311677],"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":[0.000633434,0.0002718118,0.00227763,0.001366029,0.0000727296,0.0005263586,0.001212285,0.03063396,0.6625562,0.110347,0.001387938,0.1887146],"study_design_scores_gemma":[0.0001256153,0.002978261,0.00871757,0.0003577058,0.00009783403,0.002324329,0.0006451888,0.5360511,0.335411,0.04399529,0.0690864,0.0002096824],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2587281,0.01103619,0.7014303,0.001021191,0.0002086592,0.00008162372,0.00004932171,0.0009109867,0.02653358],"genre_scores_gemma":[0.9317207,0.00149896,0.06392103,0.0001672204,0.00006550086,0.00003024294,0.00001706591,0.00006487638,0.002514356],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001255415,"threshold_uncertainty_score":0.005055368,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415269933","doi":"10.1016/j.autcon.2025.106610","title":"Message-passing framework for multi-camera worker tracking in construction","year":2025,"lang":"en","type":"article","venue":"Automation in Construction","topic":"Elevator Systems and Control","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Hudbay Minerals (Canada)","funders":"Ministry of Science and ICT, South Korea; National Research Foundation of Korea; Ministry of Land, Infrastructure and Transport; Chung-Ang University","keywords":"Benchmark (surveying); Discriminative model; Cluster analysis; Trajectory; Tracking (education); Field (mathematics); Tracking system; Feature (linguistics); Motion (physics)","authors":[{"name":"Nasrullah Khan","is_ca":false},{"name":"Dohyeong Kim","is_ca":true},{"name":"Minju Kim","is_ca":false},{"name":"Daeho Kim","is_ca":true},{"name":"Dongmin Lee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0137598263527062,"gpt":0.2760965561507331,"spread":0.262336729798027,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001710917,0.001028871,0.001529142,0.0007873864,0.001106993,0.002108342,0.003223967,0.001725631,0.0040414],"category_scores_gemma":[0.00233765,0.0007585001,0.001286308,0.000850654,0.0006732399,0.002531458,0.002385128,0.001967247,0.00147977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001150268,"about_ca_system_score_gemma":0.002074353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01457319,"about_ca_topic_score_gemma":0.01046401,"domain_scores_codex":[0.9987568,0.0002525121,0.00008306003,0.000270474,0.0004090861,0.0002280863],"domain_scores_gemma":[0.998872,0.0003775034,0.0001008568,0.0002990752,0.0002615,0.00008909051],"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":[0.00115044,0.00037296,0.002814731,0.0005507253,0.000253405,0.0005141398,0.001019332,0.4667044,0.02280037,0.1079192,0.01246761,0.3834326],"study_design_scores_gemma":[0.00002652694,0.00004447204,0.0002089,0.00001502423,0.0000311983,0.00004652521,0.00003760209,0.9752173,0.006822347,0.01224032,0.005290103,0.00001960856],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002901581,0.00007883644,0.9930285,0.00003744107,0.00002118158,0.00002339861,0.00006307648,0.003429982,0.0004160338],"genre_scores_gemma":[0.3467299,0.0003490197,0.6437704,0.0001080328,0.00007672307,0.0002172623,0.0006979592,0.0006596534,0.007391048],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01457319,"threshold_uncertainty_score":0.02897674,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W103553833","doi":"","title":"Design of a Haptic Interface for Medical Applications using Magneto-Rheological Fluid based Actuators","year":2014,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Elevator Systems and Control","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":"Haptic technology; Actuator; Interface (matter); Magneto; Rheology; Computer science; Magnetorheological fluid; Mechanical engineering; Control engineering; Simulation; Human–computer interaction; Materials science; Engineering; Artificial intelligence; Composite material; Magnet; Bubble","authors":[{"name":"Nima Najmaei","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06318228736759558,"gpt":0.2876656493998381,"spread":0.2244833620322425,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003931365,0.0003931281,0.0003833229,0.0002024019,0.000201927,0.0004794887,0.0009131982,0.0007177356,0.001891068],"category_scores_gemma":[0.0004795228,0.0002347199,0.0003278002,0.00008321521,0.0002353357,0.0005054216,0.0003637055,0.0003128803,0.0004673311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001414447,"about_ca_system_score_gemma":0.0003517577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001292619,"about_ca_topic_score_gemma":0.0001203813,"domain_scores_codex":[0.9997974,0.00002736684,0.00001594638,0.0000431774,0.00009578365,0.00002033044],"domain_scores_gemma":[0.9998104,0.00006588061,0.0000328599,0.00001856273,0.00005533427,0.00001700594],"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":[0.0001875439,0.0001015543,0.0004668722,0.0006943232,0.0000333061,0.0003106104,0.0002172112,0.008791636,0.9006423,0.002572865,0.0007101736,0.08527172],"study_design_scores_gemma":[0.0003949356,0.004538111,0.006081897,0.0001974137,0.0001431485,0.002836983,0.0002316086,0.3043247,0.6121123,0.001515743,0.06744714,0.0001760622],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1128394,0.001046239,0.8805412,0.000222153,0.0001460223,0.000575247,0.0000911902,0.001284307,0.003254119],"genre_scores_gemma":[0.4736416,0.0007691348,0.5202287,0.0001433432,0.0000507361,0.0005137323,0.0001301013,0.00007566062,0.004447053],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001891068,"threshold_uncertainty_score":0.006326258,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3008573983","doi":"10.1007/978-981-15-1773-0_18","title":"Dynamics of Partial Space Elevator with Parallel Tethers and Multiple Climbers","year":2020,"lang":"en","type":"book-chapter","venue":"Lecture notes in electrical engineering","topic":"Elevator Systems and Control","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Elevator; Position (finance); Motion (physics); Dynamics (music); Space (punctuation); Control theory (sociology); Computer science; Physics; Simulation; Mechanics; Aerospace engineering; Mathematics; Engineering; Classical mechanics; Artificial intelligence; Acoustics","authors":[{"name":"Gangqiang Li","is_ca":true},{"name":"Zheng Zhu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003822504456874921,"gpt":0.164747076562849,"spread":0.1609245721059741,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001260243,0.0004588355,0.0005897692,0.0003798416,0.0007954642,0.0008399637,0.0007145021,0.0009493165,0.008831304],"category_scores_gemma":[0.0003304784,0.0003281188,0.000438551,0.0002893189,0.0007190661,0.0009097258,0.001465134,0.0007036431,0.0008690224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003988907,"about_ca_system_score_gemma":0.0004473214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004835202,"about_ca_topic_score_gemma":0.003303907,"domain_scores_codex":[0.9999197,0.0000190123,0.000002590867,0.00001641891,0.00002394279,0.00001827265],"domain_scores_gemma":[0.9998906,0.00001813553,0.00002666935,0.000008809232,0.00002103012,0.00003474639],"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":[0.0001802253,0.00006209836,0.001157575,0.0001165565,0.00005681449,0.0007372088,0.0002388879,0.9094564,0.009476974,0.06069735,0.004222056,0.01359777],"study_design_scores_gemma":[0.00002124479,0.00008765503,0.0008372373,0.000008871411,0.00000746624,0.0001119004,0.000115656,0.9880542,0.000353716,0.008007571,0.002378136,0.00001629687],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5680179,0.001580032,0.2451275,0.002257765,0.0007645983,0.0001293423,0.0005532666,0.0005660988,0.1810035],"genre_scores_gemma":[0.9471363,0.0004094022,0.003878078,0.00009991156,0.00008794733,0.00005542993,0.0001026843,0.0000479556,0.04818222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008831304,"threshold_uncertainty_score":0.02954364,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2115574702","doi":"10.5267/j.msl.2013.05.016","title":"An exploration study to detect different factors influencing on inefficiency of office automation systems","year":2013,"lang":"en","type":"article","venue":"Management Science Letters","topic":"Elevator Systems and Control","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Inefficiency; Automation; Computer science; Business; Operations management; Engineering; Economics; Microeconomics","authors":[{"name":"Azam Roostaee","is_ca":false},{"name":"Jamshid Salehi Sadaghiani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01217909400583116,"gpt":0.2179138352177623,"spread":0.2057347412119311,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002327569,0.0002907776,0.0002675193,0.001483508,0.0005846798,0.0008029317,0.0002380419,0.00036021,0.00176029],"category_scores_gemma":[0.009634626,0.0002165424,0.0003856222,0.001199162,0.0004788278,0.0009821984,0.0004475487,0.0003795519,0.0001763472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005726964,"about_ca_system_score_gemma":0.001659711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001326879,"about_ca_topic_score_gemma":0.001673901,"domain_scores_codex":[0.9980186,0.00102226,0.000177932,0.0001373332,0.000348822,0.0002949545],"domain_scores_gemma":[0.9826443,0.01060289,0.00371772,0.0005701023,0.0016975,0.0007675941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001897752,0.001246357,0.9624698,0.0001486214,0.0000374858,0.0005673728,0.01105983,0.0002578078,0.002418284,0.0005875801,0.0002766289,0.02074055],"study_design_scores_gemma":[0.00001986516,0.001500119,0.9725394,0.00005250439,0.00004531413,0.000431994,0.02078085,0.001455868,0.00143546,0.0002887646,0.001429603,0.00002023661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986559,0.00002595401,0.0004403721,0.00003717683,0.000001187974,0.00005372383,0.00003294687,0.000003333147,0.0007493426],"genre_scores_gemma":[0.9988685,0.00004327907,0.0006375557,0.00002207054,0.000003092206,0.00004917514,0.00005057274,0.000001187164,0.0003246058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002327569,"threshold_uncertainty_score":0.01230949,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2952146515","doi":"10.22215/etd/2018-13289","title":"Novel Solutions and Applications to Elevator-like Problems","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Elevator Systems and Control","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":"Carleton University","funders":"","keywords":"Elevator; Set (abstract data type); Computer science; Mathematical optimization; Scheduling (production processes); Automaton; Engineering; Mathematics; Artificial intelligence; Aerospace engineering; Programming language","authors":[{"name":"Omar Ghaleb","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01181126991680282,"gpt":0.2221507010143978,"spread":0.210339431097595,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005514388,0.001028765,0.0006518715,0.0008977414,0.001013747,0.001412488,0.001212665,0.0017761,0.01449438],"category_scores_gemma":[0.00395431,0.0003411949,0.0009260191,0.0009320088,0.001109097,0.001494197,0.002722848,0.002218849,0.00245206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004943131,"about_ca_system_score_gemma":0.0004799524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008724304,"about_ca_topic_score_gemma":0.001413704,"domain_scores_codex":[0.9995472,0.0001371479,0.00002507576,0.00008930374,0.0001395878,0.00006181861],"domain_scores_gemma":[0.9994413,0.0002701998,0.00005236725,0.0000633773,0.000112277,0.00006044356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009455367,0.0001786606,0.001098712,0.0009686784,0.0001062247,0.0004881705,0.0006380231,0.1569848,0.006149097,0.5561849,0.03263838,0.2444697],"study_design_scores_gemma":[0.00006450817,0.000114017,0.0005106091,0.0002346736,0.00002994164,0.0005079272,0.0003498922,0.3648251,0.001981281,0.5349886,0.09635682,0.00003668673],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03120938,0.01443728,0.7893856,0.006008464,0.001609503,0.0001957984,0.0002386635,0.0007571219,0.1561583],"genre_scores_gemma":[0.338286,0.01313402,0.5762427,0.001373182,0.001908803,0.0004004963,0.0007275066,0.0004014917,0.0675258],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01449438,"threshold_uncertainty_score":0.04848856,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401530078","doi":"10.1186/s12889-024-19592-6","title":"Applying a deterrence nudge strategy for promoting stair usage in a university setting","year":2024,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Elevator Systems and Control","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":"Queen's University","funders":"","keywords":"Stairs; Medicine; Biostatistics; Signage; Intervention (counseling); Logistic regression; Psychological intervention; Environmental health; Gerontology; Public health; Physical therapy; Nursing; Advertising","authors":[{"name":"Chung Gun Lee","is_ca":false},{"name":"Jiyeon Chu","is_ca":false},{"name":"Ruoqi Mao","is_ca":false},{"name":"Hansol Kim","is_ca":false},{"name":"Eun‐Young Lee","is_ca":true},{"name":"Seiyeong Park","is_ca":true},{"name":"Taeeung Kim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03629320079989323,"gpt":0.271020008791525,"spread":0.2347268079916318,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002370601,0.0005353104,0.0004804717,0.0006337409,0.0008060694,0.0005697846,0.0008205308,0.0006478297,0.003665146],"category_scores_gemma":[0.00834363,0.0002303771,0.0003540875,0.0002689622,0.000402364,0.0003927905,0.001152337,0.0006329755,0.0003852287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006884253,"about_ca_system_score_gemma":0.002537237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002058608,"about_ca_topic_score_gemma":0.005286083,"domain_scores_codex":[0.9978538,0.001365312,0.0001035085,0.0001941059,0.0002594584,0.0002238127],"domain_scores_gemma":[0.996645,0.001432974,0.0007459543,0.0001441404,0.0002036722,0.000828195],"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":[0.006462894,0.1251237,0.09092525,0.004415641,0.0003157154,0.0003748635,0.008180448,0.002347708,0.01635584,0.00106272,0.002616425,0.7418188],"study_design_scores_gemma":[0.006623258,0.2334684,0.6883461,0.002282204,0.001022564,0.0004289929,0.01119152,0.009873991,0.02003953,0.00126175,0.02525174,0.0002098851],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943897,0.0002871698,0.001887797,0.0003437166,0.00006153812,0.001182687,0.00004103649,0.00007642791,0.001729821],"genre_scores_gemma":[0.9852246,0.0003410267,0.011527,0.000246723,0.00004451414,0.001515178,0.00003292644,0.000004267234,0.001063774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003665146,"threshold_uncertainty_score":0.01253706,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414359780","doi":"10.24963/ijcai.2025/1181","title":"The Evolving Landscape of LLM- and VLM-Integrated Reinforcement Learning","year":2025,"lang":"en","type":"article","venue":"","topic":"Elevator Systems and Control","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":"Key (lock); Action (physics); Reinforcement learning; Taxonomy (biology); Natural language","authors":[{"name":"Sheila Schoepp","is_ca":true},{"name":"Masoud Jafaripour","is_ca":true},{"name":"Yingyue Cao","is_ca":true},{"name":"Tianpei Yang","is_ca":false},{"name":"Fatemeh Abdollahi","is_ca":true},{"name":"Shadan Golestan","is_ca":false},{"name":"Zahin Sufiyan","is_ca":true},{"name":"Osmar R. Zai͏̈ane","is_ca":true},{"name":"Matthew E. Taylor","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002396828550662751,"gpt":0.1784749064194855,"spread":0.1760780778688228,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004155688,0.001072602,0.001562638,0.001141092,0.0006128261,0.003380622,0.002891129,0.00207447,0.003855662],"category_scores_gemma":[0.01450087,0.0008498832,0.001177887,0.001158391,0.002722795,0.003754679,0.002508305,0.003800387,0.000861533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003100997,"about_ca_system_score_gemma":0.002653886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005699205,"about_ca_topic_score_gemma":0.004755441,"domain_scores_codex":[0.9978403,0.0009214446,0.0001467514,0.000555735,0.0004111969,0.0001245586],"domain_scores_gemma":[0.9939595,0.004406289,0.0002424126,0.0005569917,0.0005892079,0.000245473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008297994,0.0001041441,0.001495592,0.0007751369,0.0001577023,0.00007843775,0.0002591231,0.3901979,0.0008455119,0.3290978,0.004128565,0.2727771],"study_design_scores_gemma":[0.00002434411,0.00008536028,0.0002867467,0.0001675106,0.00002855178,0.00005433772,0.00005564201,0.7650713,0.0005509844,0.2220297,0.01161086,0.00003465808],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.009110473,0.01943523,0.9506605,0.004821412,0.0001765654,0.0000614381,0.0001223925,0.0005098027,0.01510222],"genre_scores_gemma":[0.5170467,0.02074344,0.4519997,0.001664971,0.0005569281,0.0004394359,0.0003712843,0.0003042241,0.006873276],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.005699205,"threshold_uncertainty_score":0.02249938,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379118166","doi":"10.1007/978-3-031-32322-5_13","title":"Brief Review of Reinforcement Learning Control for Cable-Driven Parallel Robots","year":2023,"lang":"en","type":"book-chapter","venue":"Mechanisms and machine science","topic":"Elevator Systems and Control","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Reinforcement learning; Mechatronics; Robotics; Computer science; Artificial intelligence; Robot; Control engineering; Task (project management); Variety (cybernetics); Control (management); Engineering; Systems engineering","authors":[{"name":"Pegah Nomanfar","is_ca":true},{"name":"Leila Notash","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01435677654503658,"gpt":0.2200011835724974,"spread":0.2056444070274608,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002299553,0.0005888739,0.0005715257,0.0006073221,0.0001976507,0.0005686014,0.0007178714,0.0006976521,0.007606021],"category_scores_gemma":[0.0003751671,0.0002750396,0.0003122137,0.001203002,0.0003149567,0.0008308791,0.0003987534,0.0009723373,0.004289923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005777444,"about_ca_system_score_gemma":0.0004257567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001131627,"about_ca_topic_score_gemma":0.001354839,"domain_scores_codex":[0.9998661,0.00001711117,0.000009019499,0.00003132284,0.00006624675,0.00001008013],"domain_scores_gemma":[0.9998845,0.00004630277,0.000009412309,0.000006710546,0.00004550616,0.000007485999],"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":[0.00007475769,0.0000985217,0.00009428427,0.002559838,0.00004379753,0.00008964405,0.00005154113,0.03024864,0.00723532,0.03780478,0.06229513,0.8594037],"study_design_scores_gemma":[0.00001658487,0.0001955205,0.0004591195,0.0005276547,0.00003342028,0.0002450218,0.00002154428,0.02775427,0.002595783,0.02386471,0.9442483,0.00003817495],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002745973,0.6246184,0.269916,0.001875541,0.005241846,0.00008755548,0.0002362373,0.000758934,0.09451945],"genre_scores_gemma":[0.07278951,0.6140818,0.07319995,0.002465641,0.007427176,0.0002154804,0.000748797,0.000333876,0.2287377],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007606021,"threshold_uncertainty_score":0.02544469,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2389604001","doi":"10.23977/jemm.2023.080407","title":"Design of Elevator Control System Based on PLC","year":2023,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics and Machinery","topic":"Elevator Systems and Control","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Elevator; Reliability (semiconductor); Control system; Computer science; Control engineering; Extensibility; Acceleration; Control (management); Engineering; Artificial intelligence; Operating system","authors":[{"name":"Huo Qianyu","is_ca":false},{"name":"Xie Yukun","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00631123633348187,"gpt":0.1761013866515485,"spread":0.1697901503180666,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000216719,0.0004974972,0.0004813757,0.0003896832,0.0008314794,0.0009410672,0.0006988791,0.0005813185,0.004579871],"category_scores_gemma":[0.0003212546,0.0002781375,0.0004583627,0.0002606709,0.0003517235,0.0006291908,0.0005059053,0.0003885242,0.000965686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003769071,"about_ca_system_score_gemma":0.0006592526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003216562,"about_ca_topic_score_gemma":0.001724521,"domain_scores_codex":[0.9994617,0.00007396696,0.00003312762,0.0001663374,0.0002026031,0.00006229641],"domain_scores_gemma":[0.9998447,0.0000213128,0.00002030455,0.00001481028,0.00008741674,0.00001155701],"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":[0.0007850266,0.0002232515,0.006142193,0.001418921,0.000244477,0.002632035,0.001463419,0.2785386,0.2887017,0.04274246,0.01255097,0.364557],"study_design_scores_gemma":[0.0002536697,0.001012782,0.003025172,0.0001155766,0.0001905285,0.001423774,0.0002206673,0.8814385,0.05369845,0.0049739,0.05352601,0.0001209997],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02949341,0.0005812166,0.9325868,0.000399548,0.0002416002,0.000321234,0.0000963606,0.00410208,0.03217768],"genre_scores_gemma":[0.9188534,0.0005081482,0.06644529,0.0001791815,0.0001201008,0.0004580326,0.0001393494,0.00008257884,0.01321393],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004579871,"threshold_uncertainty_score":0.0153212,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294124188","doi":"10.1080/10803548.2022.2119699","title":"Risk-based inspection applied to two-post above-ground automotive lifts","year":2022,"lang":"en","type":"article","venue":"International Journal of Occupational Safety and Ergonomics","topic":"Elevator Systems and Control","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Université du Québec à Trois-Rivières; Institut de recherche Robert-Sauvé en santé et en sécurité du travail","funders":"Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail","keywords":"Automotive industry; Engineering; Redundancy (engineering); Reliability engineering; Grid; Criticality; Work (physics); Baseline (sea); Forensic engineering; Computer science; Mechanical engineering; Mathematics","authors":[{"name":"Damien Burlet-Vienney","is_ca":true},{"name":"François Gauthier","is_ca":true},{"name":"Bertrand Galy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006650779105045986,"gpt":0.2323640483678967,"spread":0.2257132692628507,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002668422,0.0007210087,0.0006123862,0.002845914,0.0005838981,0.001251883,0.0007229628,0.0004417228,0.001027465],"category_scores_gemma":[0.009479859,0.0003090739,0.0006636527,0.001235547,0.0008043591,0.0006804911,0.0009116599,0.0004439703,0.0001795408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002171519,"about_ca_system_score_gemma":0.002427039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02174276,"about_ca_topic_score_gemma":0.01935021,"domain_scores_codex":[0.9967784,0.00131792,0.0002954148,0.0003791848,0.000956777,0.0002722953],"domain_scores_gemma":[0.9957639,0.002012342,0.0006541171,0.0002346446,0.001216782,0.0001182343],"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":[0.0007394689,0.0003777627,0.09061068,0.0005910369,0.0001326069,0.000858247,0.002425644,0.5554243,0.01982757,0.01683274,0.001211742,0.3109681],"study_design_scores_gemma":[0.00004593658,0.0009208333,0.04284753,0.000151751,0.00008910722,0.0003710141,0.001414766,0.9291773,0.01074702,0.01135213,0.002792755,0.0000898156],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.401418,0.0002424014,0.5895306,0.0001713642,0.00003407967,0.0009532041,0.0003014284,0.000561743,0.00678716],"genre_scores_gemma":[0.8761923,0.00009126575,0.1227791,0.00001656169,0.000005278951,0.0001300576,0.0001249624,0.00001233816,0.0006479757],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02174276,"threshold_uncertainty_score":0.04323238,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4293069281","doi":"10.1007/978-981-19-1029-6_9","title":"An Automated Mobile Crane Selection System for Heavy Industrial Construction Projects","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Elevator Systems and Control","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"PCL Construction (Canada); University of New Brunswick","funders":"","keywords":"Boom; Lift (data mining); Lifting equipment; Block (permutation group theory); Engineering; Industrial engineering; Process (computing); Selection (genetic algorithm); Computer science; Simulation; Mechanical engineering; Data mining; Artificial intelligence; Mathematics","authors":[{"name":"Ramtin Azami","is_ca":true},{"name":"Zhen Lei","is_ca":true},{"name":"Rick Hermann","is_ca":true},{"name":"Travis Zubick","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009881480661801636,"gpt":0.2073768216284356,"spread":0.197495340966634,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001098174,0.0005434557,0.0004631109,0.0005921766,0.000396561,0.0003719429,0.0006565343,0.0003513821,0.01284786],"category_scores_gemma":[0.0001947561,0.0002659677,0.0001674527,0.0004060382,0.0001026552,0.0002863164,0.0003849675,0.0001682603,0.00222784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001981003,"about_ca_system_score_gemma":0.0003613971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004102907,"about_ca_topic_score_gemma":0.006924108,"domain_scores_codex":[0.9998704,0.00001142312,0.000005322842,0.00003809831,0.00006035647,0.00001438267],"domain_scores_gemma":[0.9998945,0.00002664772,0.000008984744,0.00001678072,0.00003891667,0.00001426024],"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":[0.001074484,0.0001852097,0.00365846,0.0002293185,0.00004085785,0.0004950158,0.0002240021,0.01438212,0.2003903,0.0008495549,0.0263035,0.7521672],"study_design_scores_gemma":[0.0004732522,0.00158379,0.03850965,0.0001219683,0.000244888,0.001457565,0.0003843928,0.6866,0.1391773,0.001248122,0.13002,0.0001791336],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.307668,0.0008017323,0.5957235,0.0001547373,0.0002769617,0.0005131938,0.001546956,0.06325709,0.03005789],"genre_scores_gemma":[0.806955,0.0003236493,0.1514254,0.0001449597,0.00007223542,0.0002678096,0.001258226,0.0005235761,0.03902912],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01284786,"threshold_uncertainty_score":0.04298043,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4230782855","doi":"10.18280/rces.010204","title":"MODELING AND SIMULATION RESEARCH OF ACTIVE HEAVE COMPENSATION SYSTEM","year":2014,"lang":"en","type":"article","venue":"Review of Computer Engineering Studies","topic":"Elevator Systems and Control","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Compensation (psychology); Environmental science; Computer science; Geology; Psychology; Social psychology","authors":[{"name":"Dong Mian","is_ca":false},{"name":"Sunyou Gang","is_ca":false},{"name":"Haiyang Qiang","is_ca":false},{"name":"Xiaotian Wei","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04177645695882327,"gpt":0.3176087217970603,"spread":0.275832264838237,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000189151,0.0004704796,0.0005705449,0.0004546924,0.0003522688,0.0007672814,0.0008173375,0.000638945,0.002162439],"category_scores_gemma":[0.0004592737,0.0002541649,0.0005302001,0.0004719248,0.0003059778,0.0007999399,0.000238726,0.0005188581,0.0003019042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00041093,"about_ca_system_score_gemma":0.0005968721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01412151,"about_ca_topic_score_gemma":0.004287241,"domain_scores_codex":[0.9998711,0.00003080664,0.0000085159,0.00002498831,0.00005070347,0.00001390761],"domain_scores_gemma":[0.9998605,0.00005318936,0.00001573119,0.00001390959,0.00004983866,0.000006792452],"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":[0.00003532341,0.00002695747,0.0008275633,0.000142366,0.00002597548,0.00005744666,0.00005770655,0.9678621,0.002592278,0.007749799,0.0007610987,0.01986144],"study_design_scores_gemma":[0.000005495109,0.00001188422,0.0002826744,0.000007721483,0.000007795905,0.00001550623,0.00001013703,0.9966653,0.0004155154,0.001294785,0.001279093,0.000004197193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0978344,0.008363171,0.8454036,0.000847335,0.000422865,0.00009382765,0.0003463783,0.0009286592,0.0457598],"genre_scores_gemma":[0.9561767,0.005327718,0.02742217,0.0000745794,0.0001316084,0.00009600296,0.0002913473,0.00006472554,0.01041504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01412151,"threshold_uncertainty_score":0.02807862,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}