{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":429,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":429,"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":"6fd67aaaa6e7","filters":{"topic":"Real-Time Systems Scheduling"}},"results":[{"id":"W2151250495","doi":"10.1109/sutc.2008.85","title":"Cyber-Physical Systems: A New Frontier","year":2008,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":314,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; University of British Columbia","funders":"","keywords":"Frontier; Trustworthiness; Articulation (sociology); Cyber-physical system; Investment (military); Computer science; Data science; Computer security; Ubiquitous computing; Political science; Human–computer interaction","authors":[{"name":"Lui Sha","is_ca":false},{"name":"Sathish Gopalakrishnan","is_ca":true},{"name":"Xue Liu","is_ca":true},{"name":"Qixin Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02277156888542558,"gpt":0.2310929751193857,"spread":0.2083214062339601,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003173297,0.0006700972,0.001019005,0.001034986,0.00207977,0.006647168,0.000998071,0.003369721,0.008259794],"category_scores_gemma":[0.002524156,0.0004055686,0.0005224212,0.00119499,0.007702996,0.01753439,0.003602405,0.008175643,0.001247145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002028297,"about_ca_system_score_gemma":0.003396696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001212368,"about_ca_topic_score_gemma":0.001609232,"domain_scores_codex":[0.9987632,0.0004862145,0.00004132348,0.0001329351,0.000458608,0.0001177075],"domain_scores_gemma":[0.9958286,0.002948092,0.0001324093,0.0003296754,0.0004364486,0.0003248113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001846584,0.00003200488,0.0002105685,0.0004499075,0.00001370631,0.0000850123,0.0003344684,0.00159471,0.0003459833,0.9234824,0.01842036,0.05501247],"study_design_scores_gemma":[0.000006821805,0.00007510203,0.0002723222,0.0004036449,0.00000769515,0.0001786413,0.001325045,0.004054052,0.0001452805,0.6906306,0.3028775,0.00002334069],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.008721511,0.3616965,0.1303664,0.3558562,0.01008011,0.0000699025,0.0002277507,0.0003495895,0.1326322],"genre_scores_gemma":[0.4132344,0.4463099,0.06768443,0.02255136,0.02078079,0.0002338003,0.0002171369,0.000155715,0.02883249],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008259794,"threshold_uncertainty_score":0.02763182,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2149075075","doi":"10.1109/rtas.2013.6531079","title":"MemGuard: Memory bandwidth reservation system for efficient performance isolation in multi-core platforms","year":2013,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":271,"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":"Office of Naval Research","keywords":"Computer science; Bandwidth (computing); Memory bandwidth; Dynamic bandwidth allocation; Bandwidth management; Throughput; Bandwidth throttling; Isolation (microbiology); Computer architecture; Parallel computing; Computer network; Operating system; Engineering","authors":[{"name":"Heechul Yun","is_ca":false},{"name":"Gang Yao","is_ca":false},{"name":"Rodolfo Pellizzoni","is_ca":true},{"name":"Marco Caccamo","is_ca":false},{"name":"Lui Sha","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04416116553926974,"gpt":0.2590191950680221,"spread":0.2148580295287524,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007719116,0.0005447849,0.0005074673,0.0005181014,0.0004650895,0.0007864689,0.002106776,0.0003284446,0.002322703],"category_scores_gemma":[0.001453763,0.0003521642,0.0002612578,0.0002817779,0.0003366537,0.001308818,0.001065183,0.0007024762,0.0005907085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004125467,"about_ca_system_score_gemma":0.0008407483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001060994,"about_ca_topic_score_gemma":0.0009671182,"domain_scores_codex":[0.9995031,0.00009122318,0.0000569278,0.00009850436,0.0001393252,0.0001109254],"domain_scores_gemma":[0.9992862,0.0001355363,0.00009091716,0.0002318628,0.0001725558,0.00008292957],"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":[0.004550454,0.0004838335,0.006090211,0.000742469,0.0002164552,0.000909692,0.0007036701,0.06976236,0.4185179,0.01497128,0.02343437,0.4596173],"study_design_scores_gemma":[0.0004261034,0.001113811,0.002622281,0.000062987,0.0001393959,0.0005969882,0.0001477414,0.656273,0.3047797,0.004088309,0.02961423,0.0001354807],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3565089,0.003639058,0.596121,0.000460475,0.0004272567,0.0003585167,0.0003591565,0.03451244,0.007613203],"genre_scores_gemma":[0.9372604,0.0002118501,0.05907718,0.000175739,0.00005424648,0.00008405201,0.0002964287,0.0003075427,0.002532461],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002322703,"threshold_uncertainty_score":0.00777024,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2169142010","doi":"10.1109/rtcsa.1999.811269","title":"Scheduling fixed-priority tasks with preemption threshold","year":2003,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":270,"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":"Preemption; Computer science; Fixed-priority pre-emptive scheduling; Deadline-monotonic scheduling; Rate-monotonic scheduling; Dynamic priority scheduling; Earliest deadline first scheduling; Fair-share scheduling; Scheduling (production processes); Distributed computing; Two-level scheduling; Context switch; Real-time computing; Mathematical optimization; Embedded system; Operating system; Mathematics; Schedule","authors":[{"name":"Yun Wang","is_ca":true},{"name":"M. Saksena","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01626772737875741,"gpt":0.2411538590225183,"spread":0.2248861316437608,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009522203,0.0004335896,0.0006828809,0.0004304961,0.0004021673,0.001304507,0.001547826,0.0005370869,0.00104478],"category_scores_gemma":[0.002917458,0.0004837015,0.0005378536,0.0007208072,0.0005917394,0.001549984,0.0006232552,0.0008197583,0.0002768428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077052,"about_ca_system_score_gemma":0.001827502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003690273,"about_ca_topic_score_gemma":0.003180481,"domain_scores_codex":[0.9992879,0.0001678748,0.00005418328,0.0001031254,0.0002464424,0.0001403974],"domain_scores_gemma":[0.9990216,0.0003991294,0.0001479225,0.0001890292,0.0001515582,0.00009061336],"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":[0.000377926,0.0001685054,0.001088912,0.0002005596,0.00007129784,0.0002423933,0.0003091953,0.8126374,0.02797396,0.08840954,0.002170208,0.06635019],"study_design_scores_gemma":[0.00002527393,0.00004375027,0.00008284325,0.000005992115,0.00000879888,0.00003745043,0.00001759292,0.9788179,0.003219416,0.01662647,0.001105321,0.000009285408],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08023485,0.0002613621,0.9161838,0.0001209849,0.0000660547,0.00005250042,0.00005724185,0.0006442497,0.002379055],"genre_scores_gemma":[0.7923769,0.0002668231,0.2046615,0.00007164585,0.00003707765,0.0001013976,0.0001187277,0.0001400636,0.002225791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003690273,"threshold_uncertainty_score":0.007814646,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2122969894","doi":"10.1109/rtas.2011.33","title":"A Predictable Execution Model for COTS-Based Embedded Systems","year":2011,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":248,"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":"National Science Foundation","keywords":"Computer science; Testbed; Executable; Embedded system; Compiler; Worst-case execution time; Cache; Multi-core processor; Execution model; Real-time operating system; Operating system; Execution time; Distributed computing; Computer network","authors":[{"name":"Rodolfo Pellizzoni","is_ca":true},{"name":"Emiliano Betti","is_ca":false},{"name":"Stanley Bak","is_ca":false},{"name":"Gang Yao","is_ca":false},{"name":"John Criswell","is_ca":false},{"name":"Marco Caccamo","is_ca":false},{"name":"Russell Kegley","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08050642459028037,"gpt":0.2545788877068428,"spread":0.1740724631165625,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008605853,0.000540336,0.0003335979,0.0003044118,0.0003404676,0.000774837,0.00098067,0.0004762432,0.001293043],"category_scores_gemma":[0.001650419,0.0003693425,0.0003741267,0.0002449149,0.0008055135,0.001093018,0.0006503657,0.001133976,0.0002893531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006706828,"about_ca_system_score_gemma":0.001255717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002766256,"about_ca_topic_score_gemma":0.004276771,"domain_scores_codex":[0.9990175,0.0002709898,0.00008821073,0.0001678015,0.0003278192,0.0001275537],"domain_scores_gemma":[0.9988662,0.0003194546,0.0001524074,0.0003851903,0.0001972362,0.00007961436],"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":[0.0002291952,0.0001769428,0.002892669,0.0002064393,0.00003088177,0.0005738867,0.000381602,0.7115022,0.04243409,0.2067456,0.003408869,0.03141765],"study_design_scores_gemma":[0.00002681037,0.0001269915,0.0002818101,0.00001209746,0.00001013309,0.00007881523,0.00002192832,0.9726502,0.005490886,0.0167451,0.00454462,0.00001065401],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0875075,0.0002833465,0.9016402,0.0004917203,0.00009930779,0.0001963308,0.0001728779,0.001964402,0.007644298],"genre_scores_gemma":[0.746431,0.0002851147,0.2476141,0.0001860521,0.00005323656,0.0003059936,0.0002319899,0.0003033262,0.004589262],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002766256,"threshold_uncertainty_score":0.005500317,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3127604390","doi":"10.1109/tvt.2021.3054934","title":"Making the Case for Centralized Automotive E/E Architectures","year":2021,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":169,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Centres of Excellence","keywords":"Automotive industry; AUTOSAR; Original equipment manufacturer; Electronic control unit; Automotive electronics; Architecture; Engineering; Virtualization; Manufacturing engineering; Software; Computer science; Embedded system; Systems engineering; Automotive engineering; Operating system; Cloud computing","authors":[{"name":"Victor Bandur","is_ca":true},{"name":"Gehan Selim","is_ca":true},{"name":"Vera Pantelic","is_ca":true},{"name":"Mark Lawford","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0242552448803119,"gpt":0.284122712876489,"spread":0.2598674679961771,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004429463,0.0005131593,0.0003913366,0.000576142,0.001575368,0.004783258,0.00203176,0.002574442,0.005606595],"category_scores_gemma":[0.006143499,0.0005172648,0.0004471089,0.0006156968,0.002600256,0.009599492,0.004142038,0.004127319,0.002403832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001773148,"about_ca_system_score_gemma":0.003206245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002253734,"about_ca_topic_score_gemma":0.003891784,"domain_scores_codex":[0.996327,0.0008617307,0.0001319045,0.0006818729,0.001234738,0.0007627314],"domain_scores_gemma":[0.9940916,0.00107127,0.0004627422,0.001933376,0.001783608,0.0006573906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001203264,0.000115428,0.001749993,0.0002216629,0.00002981551,0.0003573239,0.0007033105,0.02710169,0.007428822,0.8249114,0.0237733,0.1134869],"study_design_scores_gemma":[0.0001195329,0.0003313279,0.002287419,0.0004229308,0.00006302726,0.000594457,0.00202135,0.1135777,0.01089841,0.4664007,0.4031582,0.0001249117],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09344201,0.006176906,0.6999446,0.03176887,0.001649262,0.000190715,0.0001350141,0.003296153,0.1633965],"genre_scores_gemma":[0.8342391,0.003928759,0.1302715,0.004053102,0.0006494969,0.0002013188,0.0002075327,0.0004782556,0.02597089],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005606595,"threshold_uncertainty_score":0.02342552,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1964142318","doi":"10.1109/rtss.2006.42","title":"Resource Sharing in Hierarchical Fixed Priority Pre-Emptive Systems","year":2006,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":163,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"Engineering and Physical Sciences Research Council","keywords":"Computer science; Shared resource; Interrupt; Server; Distributed computing; Computer network; Resource (disambiguation); Resource management (computing); Telecommunications","authors":[{"name":"Robert I. Davis","is_ca":true},{"name":"Alan Burns","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01094205829376414,"gpt":0.2411258155490805,"spread":0.2301837572553164,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002564258,0.0005386755,0.000645139,0.0006767481,0.001127505,0.001752875,0.002379848,0.0004886853,0.0017612],"category_scores_gemma":[0.005238994,0.0005595509,0.0005168671,0.0006851393,0.001543759,0.002388395,0.001668433,0.0008365142,0.0003298822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001593353,"about_ca_system_score_gemma":0.001882401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006021886,"about_ca_topic_score_gemma":0.00497929,"domain_scores_codex":[0.9974539,0.0005036542,0.0001972077,0.000304611,0.0008562146,0.0006843524],"domain_scores_gemma":[0.9963671,0.001407109,0.0005733028,0.000800706,0.000537565,0.0003141009],"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":[0.001077144,0.0003180912,0.006090923,0.0004875973,0.0002017314,0.0009080326,0.00149926,0.6168948,0.05343122,0.1974038,0.003195498,0.118492],"study_design_scores_gemma":[0.00009594751,0.0003159034,0.002106773,0.00003246127,0.00007579686,0.000197588,0.0002487882,0.8986109,0.01249957,0.08183791,0.003905971,0.00007245082],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.28788,0.0009684422,0.7033766,0.0001654656,0.00006133426,0.0001483936,0.0001102206,0.001034222,0.006255336],"genre_scores_gemma":[0.9476466,0.0001624377,0.05049508,0.00004579137,0.00003071661,0.00008992008,0.00008618861,0.00004896634,0.00139426],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006021886,"threshold_uncertainty_score":0.01356125,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2114620069","doi":"10.1109/ecrts.2012.32","title":"Memory Access Control in Multiprocessor for Real-Time Systems with Mixed Criticality","year":2012,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":130,"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":"Computer science; Bandwidth throttling; Mixed criticality; Embedded system; Multiprocessing; Temporal isolation among virtual machines; Isolation (microbiology); Kernel (algebra); Software; Distributed computing; Operating system; Criticality; Cloud computing; Virtualization; Engineering","authors":[{"name":"Heechul Yun","is_ca":false},{"name":"Gang Yao","is_ca":false},{"name":"Rodolfo Pellizzoni","is_ca":true},{"name":"Marco Caccamo","is_ca":false},{"name":"Lui Sha","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02484475998112554,"gpt":0.2916959363251446,"spread":0.266851176344019,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008874523,0.0004576997,0.0003158886,0.0005520951,0.0004710031,0.0007381577,0.0006867504,0.0002815494,0.0006433771],"category_scores_gemma":[0.002888741,0.0002904191,0.0002329508,0.0002903726,0.0005649794,0.0007921446,0.0004075986,0.0005854602,0.00007949323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007860875,"about_ca_system_score_gemma":0.001134512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00223297,"about_ca_topic_score_gemma":0.002772943,"domain_scores_codex":[0.9995771,0.0001305885,0.00002347774,0.00005639133,0.0001434133,0.00006902887],"domain_scores_gemma":[0.9988,0.0005862166,0.0002161838,0.0001202294,0.00021651,0.0000607747],"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":[0.0005363642,0.0001157975,0.004258246,0.0002378898,0.00007276014,0.000277382,0.0003196443,0.8110344,0.07966515,0.02748375,0.0006954827,0.07530311],"study_design_scores_gemma":[0.00001888786,0.00008628237,0.0002911222,0.000006050582,0.00001422467,0.00003426516,0.0000137845,0.9875047,0.007933497,0.003632954,0.000457748,0.000006559013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.332886,0.001579374,0.6626489,0.0001999584,0.00006063504,0.0000526511,0.00002228631,0.0007757652,0.001774351],"genre_scores_gemma":[0.9610344,0.0001258429,0.03826066,0.00003097862,0.00001755071,0.00003076428,0.00001310197,0.00003317561,0.0004535995],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00223297,"threshold_uncertainty_score":0.005703449,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2143082536","doi":"10.1109/rtcsa.2008.42","title":"Impact of Cache Partitioning on Multi-tasking Real Time Embedded Systems","year":2008,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":110,"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":"Computer science; Cache; Cache-oblivious algorithm; Parallel computing; Cache coloring; Cache algorithms; Cache pollution; Cache invalidation; Partition (number theory); Smart Cache; CPU cache; Distributed computing; Real-time computing","authors":[{"name":"Bach D. Bui","is_ca":false},{"name":"Marco Caccamo","is_ca":false},{"name":"Lui Sha","is_ca":false},{"name":"Joseph P. Martinez","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0407747948231475,"gpt":0.2952486094003172,"spread":0.2544738145771697,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00107731,0.0006429128,0.0004419913,0.0004301345,0.0007007999,0.0006623855,0.0006180683,0.0005692882,0.0006617138],"category_scores_gemma":[0.007118523,0.0002602269,0.0002897188,0.0007305713,0.0004202434,0.00107502,0.0004735633,0.0004014636,0.0001206611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005464699,"about_ca_system_score_gemma":0.0006316488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002929147,"about_ca_topic_score_gemma":0.003290963,"domain_scores_codex":[0.9987978,0.0006232664,0.00005226509,0.00008722408,0.0002772613,0.0001621959],"domain_scores_gemma":[0.9943361,0.004252016,0.0004663375,0.0003531945,0.0004484005,0.0001439379],"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":[0.0006944375,0.0001740303,0.004433203,0.0001894046,0.00007644788,0.0004360664,0.0001404068,0.8885636,0.02255061,0.003226514,0.000689105,0.07882628],"study_design_scores_gemma":[0.00005112739,0.0004994562,0.003183041,0.00003400616,0.0001175185,0.0005074522,0.0001754564,0.9695395,0.0212755,0.003169738,0.001428906,0.00001839858],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8918936,0.004293158,0.09667674,0.0005272626,0.0001047038,0.00005827488,0.00003925347,0.0004723749,0.005934524],"genre_scores_gemma":[0.9893101,0.0003298194,0.009995112,0.00004044488,0.00001437365,0.00001003414,0.0000206408,0.00002700146,0.0002523797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002929147,"threshold_uncertainty_score":0.005824208,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2036838567","doi":"10.1145/1068009.1068183","title":"Stress testing real-time systems with genetic algorithms","year":2005,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":108,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Computer science; Task (project management); Stress testing (software); Genetic algorithm; Stress test; Real-time computing; Distributed computing; Algorithm; Machine learning; Programming language","authors":[{"name":"Lionel Briand","is_ca":true},{"name":"Yvan Labiche","is_ca":true},{"name":"Marwa Shousha","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01691599748657851,"gpt":0.2280009666353948,"spread":0.2110849691488163,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001854114,0.0009399694,0.0005181963,0.001081579,0.0003579826,0.0007439939,0.0009214846,0.0009705076,0.0007944018],"category_scores_gemma":[0.008616171,0.0004225453,0.0006782735,0.0006043395,0.001181378,0.0007742661,0.0005128398,0.0007962488,0.0001162627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009098332,"about_ca_system_score_gemma":0.00108418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005893353,"about_ca_topic_score_gemma":0.003678699,"domain_scores_codex":[0.9985468,0.0008358807,0.00006753721,0.0001348899,0.0003171305,0.00009783349],"domain_scores_gemma":[0.9940785,0.004658692,0.0004300266,0.0003022306,0.0004524316,0.00007805989],"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":[0.0000800716,0.0001086034,0.001987563,0.00004730235,0.0000585717,0.00008157484,0.00009316982,0.9479676,0.003830135,0.004669482,0.000183125,0.04089281],"study_design_scores_gemma":[0.00002938249,0.00005498909,0.0002891862,0.00001051287,0.00001351062,0.00002084014,0.0000162393,0.9912169,0.003026528,0.005050136,0.0002619985,0.000009817099],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1278615,0.0001830679,0.8685197,0.0002227194,0.00002759848,0.00009614167,0.00003607961,0.001237666,0.001815514],"genre_scores_gemma":[0.6339613,0.0001310104,0.3647358,0.00008789398,0.00001257172,0.0001952131,0.00008450062,0.00008240961,0.0007094475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005893353,"threshold_uncertainty_score":0.01171809,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2109819183","doi":"10.1145/1925844.1926432","title":"Delay-bounded scheduling","year":2011,"lang":"en","type":"article","venue":"ACM SIGPLAN Notices","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":107,"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":"Computer science; Concurrency; Scheduling (production processes); Context switch; Distributed computing; Bounded function; Limiting; Parallel computing; Task (project management); Programming language; Mathematical optimization","authors":[{"name":"Michael Emmi","is_ca":false},{"name":"Shaz Qadeer","is_ca":false},{"name":"Zvonimir Rakamarić","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06042743518341133,"gpt":0.2581025017501475,"spread":0.1976750665667362,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001306421,0.0007727082,0.0005503097,0.0006151449,0.0008026804,0.001541127,0.00178761,0.0004638028,0.003754401],"category_scores_gemma":[0.005565637,0.0003896024,0.0004806906,0.0006868918,0.001445933,0.002131758,0.001557461,0.001514781,0.0006861443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001907507,"about_ca_system_score_gemma":0.001966754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002059698,"about_ca_topic_score_gemma":0.002202603,"domain_scores_codex":[0.9984723,0.0002969198,0.0001081412,0.000296661,0.0005849003,0.0002410465],"domain_scores_gemma":[0.9956062,0.00199265,0.0003551787,0.001300491,0.0004935209,0.0002519252],"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":[0.0002848659,0.00006506851,0.0008200026,0.0002220117,0.00002912012,0.0001600387,0.0002205307,0.1583189,0.01406124,0.7669447,0.003854461,0.05501906],"study_design_scores_gemma":[0.00006218471,0.0001137395,0.0001647397,0.00004256796,0.0000411733,0.0001582671,0.00003642715,0.463875,0.01280643,0.4835779,0.03908931,0.00003225399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02626552,0.001119594,0.9543768,0.0004522243,0.0002663049,0.00009420764,0.0003425267,0.001149416,0.01593335],"genre_scores_gemma":[0.6787295,0.001279207,0.3083643,0.0003798887,0.0002150757,0.0002145375,0.0005000322,0.0004284303,0.009888899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003754401,"threshold_uncertainty_score":0.01384002,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2230430964","doi":"10.1145/2830555","title":"A Survey on Cache Management Mechanisms for Real-Time Embedded Systems","year":2015,"lang":"en","type":"review","venue":"ACM Computing Surveys","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":105,"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":"Computer science; Multi-core processor; Cache; Memory hierarchy; Predictability; Key (lock); Context (archaeology); Field (mathematics); Computer architecture; Embedded system; Distributed computing; Parallel computing; Operating system","authors":[{"name":"Giovani Gracioli","is_ca":false},{"name":"Ahmed Alhammad","is_ca":true},{"name":"Renato Mancuso","is_ca":false},{"name":"Antônio Augusto Fröhlich","is_ca":false},{"name":"Rodolfo Pellizzoni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1158351543148515,"gpt":0.3584870204792108,"spread":0.2426518661643593,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001056228,0.001132553,0.0009878795,0.003327542,0.0004942326,0.001489747,0.001676532,0.001182823,0.006446801],"category_scores_gemma":[0.003105578,0.0006875923,0.0006494398,0.005892809,0.0003892545,0.002998567,0.0007212046,0.001053184,0.003510224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000845867,"about_ca_system_score_gemma":0.002112087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00190766,"about_ca_topic_score_gemma":0.001844899,"domain_scores_codex":[0.9991193,0.0001328198,0.0001097929,0.0001259912,0.000414294,0.00009775982],"domain_scores_gemma":[0.9979585,0.00103588,0.0001498753,0.0001202033,0.0006569494,0.00007850594],"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":[0.00006725913,0.0001001629,0.000661921,0.01066887,0.0000501087,0.00008920616,0.0001226473,0.003223717,0.002460231,0.01691307,0.03541072,0.9302321],"study_design_scores_gemma":[0.00001953683,0.0001876982,0.001170183,0.00420555,0.00009974159,0.0007421216,0.000138337,0.00413312,0.001927141,0.008510126,0.9788149,0.00005152377],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001446177,0.9789386,0.008925197,0.0007049579,0.0006927478,0.00004485798,0.0001150533,0.0001938396,0.008938613],"genre_scores_gemma":[0.01236524,0.9714268,0.009782393,0.0005083106,0.00108539,0.00007314533,0.0004012433,0.00006792817,0.004289476],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006446801,"threshold_uncertainty_score":0.02156675,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1953227509","doi":"10.1109/maes.2015.150014","title":"Integrated Modular Avionics - Past, present, and future","year":2015,"lang":"en","type":"article","venue":"IEEE Aerospace and Electronic Systems Magazine","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":101,"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":"Avionics; Integrated modular avionics; Engineering; Software; Modular design; Systems engineering; Avionics software; Aerospace; Software engineering; Software development; Aeronautics; Computer science; Operating system; Component-based software engineering","authors":[{"name":"Thomas Gaska","is_ca":true},{"name":"Chris Watkin","is_ca":false},{"name":"Yu Chen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01414553549661212,"gpt":0.2282402965364972,"spread":0.2140947610398851,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001793849,0.0004575778,0.0002351834,0.0007328078,0.0004376631,0.002258051,0.0006461851,0.0006988675,0.005820241],"category_scores_gemma":[0.001462368,0.0002342995,0.0002168835,0.001412133,0.0009807317,0.004595355,0.001293396,0.001307457,0.002097491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001765785,"about_ca_system_score_gemma":0.001277557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001041278,"about_ca_topic_score_gemma":0.001586164,"domain_scores_codex":[0.9994035,0.00007603335,0.00003473023,0.00008514649,0.0002901159,0.0001104016],"domain_scores_gemma":[0.999057,0.0001551764,0.0001180338,0.0001135299,0.0003169332,0.0002393805],"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":[0.00008792875,0.00005957,0.001513194,0.0003763873,0.00001360204,0.00006192704,0.0002769258,0.00209162,0.00451681,0.1612206,0.0202048,0.8095766],"study_design_scores_gemma":[0.0000151721,0.000289317,0.003451822,0.0005255768,0.00001908165,0.0004920228,0.0003275454,0.00600904,0.003389768,0.05401692,0.9314342,0.00002954686],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05806092,0.3930469,0.2208975,0.03638569,0.004830857,0.0001328523,0.0004499697,0.002591101,0.2836042],"genre_scores_gemma":[0.5545567,0.18958,0.1821084,0.005943489,0.002965232,0.0001156156,0.0009093799,0.000696176,0.06312504],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005820241,"threshold_uncertainty_score":0.01947063,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1981191435","doi":"10.1109/rtss.2013.44","title":"Worst Case Analysis of DRAM Latency in Multi-requestor Systems","year":2013,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":101,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; CMC Microsystems","keywords":"Dram; Computer science; CAS latency; Memory controller; Latency (audio); Benchmark (surveying); Embedded system; Parallel computing; Registered memory; Distributed computing; Operating system; Computer hardware; Computer data storage; Semiconductor memory","authors":[{"name":"Zheng Pei Wu","is_ca":true},{"name":"Yogen Krish","is_ca":true},{"name":"Rodolfo Pellizzoni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03067242606097093,"gpt":0.2704592703814393,"spread":0.2397868443204684,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002233365,0.001679434,0.0009581037,0.001246688,0.0006679028,0.001647919,0.001516642,0.0006948956,0.002653161],"category_scores_gemma":[0.007128482,0.0005727067,0.000763097,0.00106221,0.0007252075,0.00250899,0.0007821252,0.001189247,0.0004132602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001931751,"about_ca_system_score_gemma":0.001351325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003645628,"about_ca_topic_score_gemma":0.003039963,"domain_scores_codex":[0.9970234,0.0006173576,0.000176012,0.0004073384,0.001047097,0.0007287553],"domain_scores_gemma":[0.9941608,0.003865872,0.0006792439,0.0006338025,0.0004851586,0.0001750246],"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":[0.0002213902,0.00005612908,0.001165702,0.0001038591,0.0000469698,0.0001793462,0.00006883602,0.9646959,0.01135966,0.01141391,0.0005909833,0.01009725],"study_design_scores_gemma":[0.000004014395,0.0000335593,0.0001643904,0.000003676095,0.000009569426,0.0000341637,0.00001377719,0.9949098,0.002625006,0.001990846,0.0002044633,0.00000658849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2508092,0.002391552,0.7336325,0.0003270663,0.00008151653,0.0001399383,0.0004856254,0.001989745,0.01014283],"genre_scores_gemma":[0.9572347,0.0005671444,0.039102,0.00008956798,0.00007181495,0.0001013673,0.0002132009,0.0002756921,0.002344572],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003645628,"threshold_uncertainty_score":0.01401591,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2336850053","doi":"10.1023/a:1008198310125","title":"Priority Scheduling Versus Pre-Run-Time Scheduling","year":2000,"lang":"en","type":"article","venue":"Real-Time Systems","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":98,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University; York University","funders":"","keywords":"Computer science; Earliest deadline first scheduling; Scheduling (production processes); Deadline-monotonic scheduling; Dynamic priority scheduling; Rate-monotonic scheduling; Fixed-priority pre-emptive scheduling; Distributed computing; Real-time computing; Operations management; Engineering; Schedule; Operating system","authors":[{"name":"Jia Xu","is_ca":true},{"name":"David Lorge Parnas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01473515877034779,"gpt":0.2555779986494441,"spread":0.2408428398790963,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004254058,0.0008604652,0.0009944058,0.0007539636,0.0006948019,0.002051648,0.001516219,0.000765302,0.006540018],"category_scores_gemma":[0.009615004,0.0003623985,0.0004641716,0.00103978,0.0006805666,0.00347255,0.0006550758,0.001869934,0.001140579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000985028,"about_ca_system_score_gemma":0.001819699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001219646,"about_ca_topic_score_gemma":0.0015863,"domain_scores_codex":[0.9977744,0.0007801366,0.0001336229,0.0003297081,0.0006438642,0.0003383415],"domain_scores_gemma":[0.9929613,0.00400498,0.000426516,0.001073168,0.001049885,0.0004840705],"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":[0.004205397,0.000364725,0.001710358,0.0009895812,0.0001473465,0.0001742882,0.0002822104,0.08311053,0.02509933,0.3560785,0.008889387,0.5189483],"study_design_scores_gemma":[0.0005136819,0.002608976,0.002032287,0.0001687066,0.0004176456,0.0006078814,0.0003331706,0.6632813,0.03883616,0.2492545,0.04183663,0.0001090855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0483123,0.009277089,0.9135572,0.001776078,0.002800219,0.0001639192,0.0001257933,0.001257519,0.02272992],"genre_scores_gemma":[0.7923431,0.004141996,0.1896237,0.0004960855,0.001958281,0.00009990291,0.0001583463,0.0004815435,0.01069722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006540018,"threshold_uncertainty_score":0.02249789,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2061663604","doi":"10.1007/s11241-012-9158-9","title":"Memory-centric scheduling for multicore hard real-time systems","year":2012,"lang":"en","type":"article","venue":"Real-Time Systems","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":88,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Multi-core processor; Bottleneck; Scheduling (production processes); Two-level scheduling; Uniform memory access; Parallel computing; Distributed computing; Schedule; Dynamic priority scheduling; Embedded system; Memory management; Operating system; Semiconductor memory; Engineering","authors":[{"name":"Gang Yao","is_ca":false},{"name":"Rodolfo Pellizzoni","is_ca":true},{"name":"Stanley Bak","is_ca":false},{"name":"Emiliano Betti","is_ca":false},{"name":"Marco Caccamo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02522899895287399,"gpt":0.2600384088994585,"spread":0.2348094099465845,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009146821,0.0004926933,0.0004674593,0.0004707398,0.0009654082,0.001065072,0.001414243,0.0003432455,0.002181214],"category_scores_gemma":[0.001960117,0.00033359,0.0002553497,0.0008029738,0.0003446433,0.0008712386,0.0008630884,0.0007149067,0.0002613986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009160378,"about_ca_system_score_gemma":0.002128448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002747298,"about_ca_topic_score_gemma":0.009052997,"domain_scores_codex":[0.9994741,0.0001276922,0.00003605704,0.00007909294,0.0001376977,0.0001453265],"domain_scores_gemma":[0.9990298,0.000256134,0.0001254384,0.0002339081,0.0002294988,0.0001253696],"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":[0.001864232,0.0003926082,0.002667347,0.0004629089,0.0001419147,0.0002454917,0.0003454072,0.6576437,0.04157452,0.03309243,0.01324835,0.248321],"study_design_scores_gemma":[0.00008176418,0.0002375285,0.0007435671,0.00001801932,0.00005019895,0.00007488756,0.00007501494,0.9704769,0.0120109,0.0108872,0.0053266,0.00001750581],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3481851,0.00521723,0.6251531,0.0009452576,0.0006996056,0.000194805,0.0002251183,0.001974127,0.01740562],"genre_scores_gemma":[0.9265469,0.0003727366,0.06964372,0.0001240025,0.00009472391,0.00005894872,0.000117213,0.0001079032,0.002933838],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002747298,"threshold_uncertainty_score":0.00729686,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400187704","doi":"10.1109/comst.2024.3421523","title":"A Survey on Resource Management in Joint Communication and Computing-Embedded SAGIN","year":2024,"lang":"en","type":"article","venue":"IEEE Communications Surveys & Tutorials","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":80,"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":"National Natural Science Foundation of China; National Research Foundation; Key Research and Development Program of Heilongjiang","keywords":"Joint (building); Resource (disambiguation); Computer science; Business; Knowledge management; Engineering; Computer network; Architectural engineering","authors":[{"name":"Qian Chen","is_ca":false},{"name":"Zheng Guo","is_ca":false},{"name":"Weixiao Meng","is_ca":false},{"name":"Shuai Han","is_ca":false},{"name":"Cheng Li","is_ca":true},{"name":"Tony Q. S. Quek","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07061011548589385,"gpt":0.3284740775819592,"spread":0.2578639620960654,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00154086,0.001369407,0.001118066,0.001723154,0.0006571556,0.002944278,0.001617834,0.001407497,0.004773929],"category_scores_gemma":[0.002341292,0.0006810981,0.0007664948,0.006262957,0.0007420629,0.004336235,0.001168185,0.001636451,0.001686443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001505761,"about_ca_system_score_gemma":0.001707129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003351721,"about_ca_topic_score_gemma":0.002391011,"domain_scores_codex":[0.9990246,0.0002583711,0.00009730606,0.0001798692,0.0003245992,0.0001151881],"domain_scores_gemma":[0.9987263,0.0008279813,0.000108545,0.00008904864,0.000187133,0.00006096584],"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":[0.00009837185,0.0002068808,0.001786792,0.005275227,0.0001047568,0.0001717101,0.000225905,0.05897102,0.001556403,0.1740053,0.03824219,0.7193554],"study_design_scores_gemma":[0.00001704162,0.0002568583,0.002030873,0.002737535,0.0000927708,0.0005979565,0.0004023853,0.1206335,0.001750501,0.1047185,0.7666666,0.00009542865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006075714,0.7209831,0.2167541,0.004291916,0.0015436,0.0001602557,0.0003420768,0.0004227805,0.04942635],"genre_scores_gemma":[0.06729001,0.8602492,0.05799007,0.001447022,0.003108719,0.0001742608,0.0005909983,0.0001768925,0.008972951],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004773929,"threshold_uncertainty_score":0.01597035,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2052671997","doi":"10.1007/s10710-006-9003-9","title":"Using genetic algorithms for early schedulability analysis and stress testing in real-time systems","year":2006,"lang":"en","type":"article","venue":"Genetic Programming and Evolvable Machines","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":68,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Computer science; Task (project management); Worst-case execution time; Process (computing); Genetic algorithm; Execution time; Stress testing (software); Distributed computing; Embedded system; Machine learning; Operating system","authors":[{"name":"Lionel Briand","is_ca":true},{"name":"Yvan Labiche","is_ca":true},{"name":"Marwa Shousha","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02595016831673748,"gpt":0.2712235646308619,"spread":0.2452733963141245,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00152562,0.0006110773,0.0005484931,0.001000167,0.0004870588,0.0007123679,0.0009794496,0.001010562,0.0008381938],"category_scores_gemma":[0.00565641,0.0003564026,0.0004813062,0.00045019,0.0009373847,0.0008816906,0.0004790284,0.0008264087,0.00009669413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009055021,"about_ca_system_score_gemma":0.0008973219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004837309,"about_ca_topic_score_gemma":0.003697861,"domain_scores_codex":[0.9994063,0.0002849268,0.00001950637,0.0000653306,0.0001447735,0.0000791167],"domain_scores_gemma":[0.9961642,0.003019901,0.0002539637,0.0001626796,0.0003339579,0.00006524877],"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":[0.0001331745,0.00007597141,0.001245715,0.00003052431,0.00003673611,0.00007903891,0.00008930302,0.9351367,0.004066472,0.008738167,0.0002138998,0.0501543],"study_design_scores_gemma":[0.00001213443,0.00002152877,0.0001513474,0.000004547675,0.000006396123,0.000009597672,0.000008474747,0.9915581,0.001645155,0.006483046,0.00009485163,0.000004966373],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1685533,0.0002893965,0.8285921,0.0002378468,0.00004382906,0.00003703763,0.00001882567,0.0006328854,0.001594776],"genre_scores_gemma":[0.875428,0.0001094093,0.12338,0.00007563159,0.00001824773,0.00006239169,0.0000374295,0.00005688547,0.0008320237],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004837309,"threshold_uncertainty_score":0.009618282,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2003309571","doi":"10.1109/ecrts.2013.27","title":"Analysis of Probabilistic Cache Related Pre-emption Delays","year":2013,"lang":"en","type":"preprint","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":68,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"Engineering and Physical Sciences Research Council","keywords":"Probabilistic logic; Cache; Computer science; Scheduling (production processes); Probabilistic analysis of algorithms; Function (biology); Static analysis; Parallel computing; Real-time computing; Mathematical optimization; Programming language; Mathematics","authors":[{"name":"Robert I. Davis","is_ca":true},{"name":"Luca Santinelli","is_ca":false},{"name":"Sebastian Altmeyer","is_ca":false},{"name":"Claire Maïza","is_ca":false},{"name":"Liliana Cucu‐Grosjean","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01957326062042232,"gpt":0.2626189037684474,"spread":0.2430456431480251,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002085848,0.000910819,0.0006203123,0.001339522,0.0004095913,0.0009925721,0.001306262,0.0004858405,0.001437309],"category_scores_gemma":[0.01281601,0.0005242327,0.0007546904,0.0006615089,0.0009646345,0.001613663,0.0008775268,0.001165103,0.0001448082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001399646,"about_ca_system_score_gemma":0.002463664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002521381,"about_ca_topic_score_gemma":0.001994706,"domain_scores_codex":[0.9983215,0.00023679,0.00005884043,0.0002497326,0.0008887602,0.0002443769],"domain_scores_gemma":[0.9913732,0.005329056,0.001339372,0.0007273762,0.001022493,0.0002083998],"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":[0.0001214082,0.00003003448,0.003312913,0.0001005706,0.00005450229,0.00008467184,0.0000563436,0.932786,0.01112366,0.03459882,0.0002109128,0.01752008],"study_design_scores_gemma":[0.000006431837,0.00005194362,0.0005845921,0.000008194146,0.00002412389,0.00005004519,0.00001087064,0.9814105,0.005571161,0.01181655,0.0004535667,0.00001201937],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1807881,0.0006814232,0.8136129,0.0002018795,0.00005406294,0.00007637996,0.0001081903,0.000768105,0.003708995],"genre_scores_gemma":[0.9522398,0.0002917423,0.04591583,0.00003844487,0.0000420528,0.0000830959,0.00007924411,0.0001177548,0.001192117],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002521381,"threshold_uncertainty_score":0.01103115,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1567247259","doi":"10.1109/ecrts.2015.23","title":"WCET(m) Estimation in Multi-core Systems Using Single Core Equivalence","year":2015,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":57,"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":"National Science Foundation","keywords":"Computer science; Core (optical fiber); Multi-core processor; Embedded system; Reuse; Modular design; Software; Many core; Single-core; Distributed computing; Computer architecture; Operating system; Parallel computing; Engineering","authors":[{"name":"Renato Mancuso","is_ca":false},{"name":"Rodolfo Pellizzoni","is_ca":true},{"name":"Marco Caccamo","is_ca":false},{"name":"Lui Sha","is_ca":false},{"name":"Heechul Yun","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3065236688287156,"gpt":0.3562251715504708,"spread":0.04970150272175522,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001526734,0.0006518224,0.0006614228,0.002175509,0.0002733162,0.0005449748,0.0009488839,0.0005069224,0.0007986408],"category_scores_gemma":[0.01000328,0.0003445783,0.0005329456,0.00119567,0.000672713,0.001131564,0.0006378635,0.0006966983,0.0001153684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000822747,"about_ca_system_score_gemma":0.001070627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003906905,"about_ca_topic_score_gemma":0.002041128,"domain_scores_codex":[0.9987499,0.0003590443,0.00006478147,0.0002725249,0.0004160388,0.0001377533],"domain_scores_gemma":[0.9955938,0.003157303,0.0004768197,0.0003988029,0.0003186401,0.00005449028],"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":[0.0000929686,0.00004054945,0.001706349,0.00006688752,0.00002598017,0.00006666723,0.00004797741,0.9533582,0.004570917,0.006000421,0.000156715,0.0338665],"study_design_scores_gemma":[0.000002794913,0.00001937302,0.0004463564,0.000003840723,0.000003101516,0.00001377029,0.000004179289,0.9960908,0.001316212,0.002002055,0.00009451892,0.00000309521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1143817,0.0003229982,0.8829219,0.00005411293,0.00002108524,0.00005801496,0.00005930099,0.0004507307,0.001730236],"genre_scores_gemma":[0.908441,0.0001356246,0.09064079,0.00001918239,0.00001581414,0.00006226135,0.0001273942,0.0000862692,0.0004715705],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003906905,"threshold_uncertainty_score":0.008074224,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1543670042","doi":"10.1109/rtas.2015.7108454","title":"A framework for scheduling DRAM memory accesses for multi-core mixed-time critical systems","year":2015,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":55,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Memory controller; Schedule; Registered memory; Interleaved memory; Latency (audio); Uniform memory access; Scheduling (production processes); Non-uniform memory access; Cache; Embedded system; CAS latency; Distributed computing; Dram; Real-time computing; Memory management; Parallel computing; Operating system; Overlay; Computer hardware; Semiconductor memory","authors":[{"name":"Mohamed Hassan","is_ca":true},{"name":"Hiren Patel","is_ca":true},{"name":"Rodolfo Pellizzoni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1671161315927872,"gpt":0.3867648919135359,"spread":0.2196487603207488,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001358285,0.001340182,0.0007612394,0.0008452793,0.0007891043,0.001441124,0.002306249,0.0007710918,0.003302488],"category_scores_gemma":[0.001338858,0.0006569762,0.0009879359,0.00076253,0.0007967322,0.001128183,0.001323652,0.001551948,0.0008260384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001514938,"about_ca_system_score_gemma":0.002781565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007153497,"about_ca_topic_score_gemma":0.01112782,"domain_scores_codex":[0.9991885,0.0001653995,0.00005982596,0.0001207271,0.0003450599,0.0001205495],"domain_scores_gemma":[0.9995222,0.0001396589,0.00006432201,0.00008918618,0.0001267898,0.00005780918],"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":[0.0001225617,0.0001297272,0.0006031177,0.0003668116,0.00006680799,0.0002587953,0.000210133,0.8024893,0.01447768,0.09079354,0.004685625,0.08579597],"study_design_scores_gemma":[0.00002969529,0.0001101901,0.0001112574,0.00003360485,0.00002457308,0.0000697418,0.00003130573,0.9743494,0.002423191,0.0108069,0.01199065,0.00001932394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003472215,0.0005486298,0.9928337,0.00008420992,0.00004685397,0.0001437838,0.00007882503,0.0009678818,0.001823774],"genre_scores_gemma":[0.1901815,0.000933877,0.8039741,0.0001046909,0.00009215304,0.0005548203,0.0002803589,0.000299423,0.003579157],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007153497,"threshold_uncertainty_score":0.01422375,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2058980727","doi":"10.1109/ecrts.2014.28","title":"Real-Time Systems Security through Scheduler Constraints","year":2014,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":54,"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":"Computer science; Scheduling (production processes); Distributed computing; Isolation (microbiology); Information leakage; Task (project management); Worst-case execution time; Execution time; Real-time computing; Computer security; Mathematical optimization; Engineering","authors":[{"name":"Sibin Mohan","is_ca":false},{"name":"Man Ki Yoon","is_ca":false},{"name":"Rodolfo Pellizzoni","is_ca":true},{"name":"Rakesh B. Bobba","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01249754820693166,"gpt":0.2422898172220095,"spread":0.2297922690150778,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01250675,0.001208164,0.0009855325,0.0008325514,0.001391693,0.004240731,0.002529064,0.000992426,0.00330195],"category_scores_gemma":[0.03139034,0.0008805157,0.0007898633,0.0009785546,0.002145609,0.006724085,0.003329364,0.004139677,0.000807527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002293846,"about_ca_system_score_gemma":0.006060147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001885855,"about_ca_topic_score_gemma":0.002594247,"domain_scores_codex":[0.989255,0.004372646,0.0008427684,0.001018935,0.003158035,0.001352731],"domain_scores_gemma":[0.9700589,0.01398123,0.004247278,0.006805255,0.00350439,0.001403128],"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":[0.0007902469,0.0002119696,0.003607289,0.0006309798,0.0001909058,0.0005429226,0.001059452,0.3998449,0.02858804,0.4492616,0.01016347,0.1051083],"study_design_scores_gemma":[0.0001608097,0.0003927257,0.001037284,0.0002607528,0.0001534451,0.0006237299,0.0003686695,0.7477265,0.03570964,0.165571,0.04787618,0.0001192734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06467348,0.001884423,0.9139165,0.002505903,0.0003891621,0.0002844077,0.0001826601,0.001475168,0.0146883],"genre_scores_gemma":[0.8459616,0.00110094,0.1467821,0.0008118012,0.0002739376,0.0002792284,0.0001452563,0.0004385665,0.004206562],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01250675,"threshold_uncertainty_score":0.0661428,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1978574312","doi":"10.1007/s11241-013-9183-3","title":"Implementation and evaluation of global and partitioned scheduling in a real-time OS","year":2013,"lang":"en","type":"article","venue":"Real-Time Systems","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":50,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Real-time operating system; Scheduling (production processes); Fixed-priority pre-emptive scheduling; Embedded system; Thread (computing); Operating system; Earliest deadline first scheduling; Dynamic priority scheduling; Parallel computing; Distributed computing; Real-time computing; Rate-monotonic scheduling; Engineering","authors":[{"name":"Giovani Gracioli","is_ca":false},{"name":"Antônio Augusto Fröhlich","is_ca":false},{"name":"Rodolfo Pellizzoni","is_ca":true},{"name":"Sebastian Fischmeister","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02342294152655525,"gpt":0.307505476957824,"spread":0.2840825354312687,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001931436,0.00101222,0.0005949319,0.0005387854,0.0004810124,0.001158055,0.002314578,0.0005274028,0.004607857],"category_scores_gemma":[0.005291624,0.0005464179,0.0003806503,0.0005199215,0.0008444215,0.001290762,0.0007633279,0.0009280434,0.0006680774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008711275,"about_ca_system_score_gemma":0.002097672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006217067,"about_ca_topic_score_gemma":0.005648014,"domain_scores_codex":[0.9987215,0.0003249727,0.00009849381,0.0001968465,0.0003645257,0.0002935993],"domain_scores_gemma":[0.9960154,0.001204717,0.0002015859,0.000975779,0.001220542,0.0003819052],"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":[0.0127964,0.003360653,0.02118206,0.00123189,0.0004414857,0.0009087051,0.001627238,0.3693329,0.1743056,0.01151936,0.01144869,0.391845],"study_design_scores_gemma":[0.001349441,0.003672515,0.005607101,0.00004519933,0.000257448,0.0002050361,0.0005171252,0.8380983,0.1380814,0.002025727,0.01006314,0.00007756479],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7837619,0.0006366347,0.18582,0.0003343886,0.0003811382,0.0004252156,0.0003473406,0.01581743,0.01247594],"genre_scores_gemma":[0.9002195,0.0001656128,0.09560745,0.00009366587,0.00002144699,0.0000911752,0.0003683409,0.0006631411,0.002769682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006217067,"threshold_uncertainty_score":0.01541483,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2126720785","doi":"10.1109/real.1997.641286","title":"Guidelines for automated implementation of executable object oriented models for real-time embedded control systems","year":2002,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":49,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Computer Research Institute of Montréal; Concordia University","funders":"","keywords":"Executable; Computer science; Scheduling (production processes); Distributed computing; Real-time computing; Real-time operating system; Embedded system; Operating system; Engineering","authors":[{"name":"M. Saksena","is_ca":true},{"name":"P. Freedman","is_ca":true},{"name":"P. Rodziewicz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05486894020533312,"gpt":0.3357297370310439,"spread":0.2808607968257108,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008322529,0.001474959,0.0007157531,0.001754832,0.001039966,0.00383527,0.00386296,0.002680477,0.005878368],"category_scores_gemma":[0.02636193,0.002059783,0.001345869,0.001055705,0.001627323,0.003392156,0.002275385,0.004086453,0.004258671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00105192,"about_ca_system_score_gemma":0.003086869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003378211,"about_ca_topic_score_gemma":0.005630428,"domain_scores_codex":[0.9929637,0.002699051,0.0009996035,0.0003268457,0.002657827,0.0003529673],"domain_scores_gemma":[0.987699,0.004642066,0.0009994115,0.002950596,0.003375405,0.0003334004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001352296,0.0006396338,0.001542256,0.0009257647,0.00009511016,0.001812342,0.004297113,0.1505176,0.02629474,0.4817845,0.02158198,0.3103738],"study_design_scores_gemma":[0.0002585864,0.0001811371,0.0004833785,0.0009817363,0.00008837607,0.0007635605,0.0009245098,0.497006,0.03239747,0.2498238,0.216922,0.0001694073],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008732129,0.0000386335,0.9955729,0.0001881752,0.00002130462,0.0002207909,0.00003734751,0.001830559,0.001216975],"genre_scores_gemma":[0.01095996,0.000154664,0.9863178,0.00009328013,0.0000117525,0.000550999,0.0002141856,0.0005713446,0.001126052],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008322529,"threshold_uncertainty_score":0.04401422,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1534030588","doi":"10.1109/rtas.2015.7108450","title":"A generalized model for preventing information leakage in hard real-time systems","year":2015,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":49,"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":"Computer science; Information leakage; Scheduling (production processes); Distributed computing; State information; Embedded system; Leakage (economics); Real-time computing; State (computer science); Computer security; Engineering","authors":[{"name":"Rodolfo Pellizzoni","is_ca":true},{"name":"Neda Paryab","is_ca":true},{"name":"Man-Ki Yoon","is_ca":false},{"name":"Stanley Bak","is_ca":false},{"name":"Sibin Mohan","is_ca":false},{"name":"Rakesh B. Bobba","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04770569517853304,"gpt":0.2693522208232108,"spread":0.2216465256446777,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002105652,0.0008965356,0.0009444238,0.0006528551,0.0006157045,0.002600546,0.002857611,0.001665555,0.003064183],"category_scores_gemma":[0.005478438,0.0005693796,0.001104113,0.000780088,0.001813337,0.003990022,0.002010993,0.00263054,0.0006206642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001531207,"about_ca_system_score_gemma":0.00229512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003381331,"about_ca_topic_score_gemma":0.002773511,"domain_scores_codex":[0.9975494,0.0008476282,0.0001690458,0.0003570333,0.0007140747,0.0003627984],"domain_scores_gemma":[0.9969698,0.00100711,0.0003360024,0.001142861,0.0003328221,0.0002115011],"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":[0.0001721028,0.00006271598,0.0003500628,0.0001526137,0.00004417833,0.0002530382,0.000288421,0.7845715,0.005264139,0.1966678,0.001225817,0.01094768],"study_design_scores_gemma":[0.00005112491,0.00008415811,0.00008859763,0.00002338335,0.00002058699,0.00005330054,0.00003455638,0.9294717,0.001316327,0.06518869,0.003648539,0.00001907715],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02575935,0.0002825867,0.9687609,0.0004721169,0.00009119396,0.000121943,0.0001425129,0.0006274071,0.003741958],"genre_scores_gemma":[0.8268048,0.0005574498,0.1645293,0.0004271879,0.0001369503,0.0005048023,0.0002634372,0.0002050988,0.006571067],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003381331,"threshold_uncertainty_score":0.01113588,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2124192052","doi":"10.1109/ecrts.2014.37","title":"A Rank-Switching, Open-Row DRAM Controller for Time-Predictable Systems","year":2014,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":48,"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":"Computer science; Dram; Memory controller; Latency (audio); CAS latency; Verilog; Embedded system; Key (lock); Multi-core processor; Parallel computing; Controller (irrigation); Field-programmable gate array; Computer hardware; Operating system; Semiconductor memory","authors":[{"name":"Yogen Krishnapillai","is_ca":true},{"name":"Zheng Pei Wu","is_ca":true},{"name":"Rodolfo Pellizzoni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0125119818389603,"gpt":0.2498818602644712,"spread":0.2373698784255109,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000425405,0.0006801128,0.0003429319,0.0004930981,0.000363809,0.0009419785,0.001831735,0.0002892202,0.006628623],"category_scores_gemma":[0.001152638,0.0002731497,0.0002464139,0.0002678884,0.0003331247,0.0006860632,0.0004579654,0.0008204784,0.001133697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006868718,"about_ca_system_score_gemma":0.001036111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001954572,"about_ca_topic_score_gemma":0.003685007,"domain_scores_codex":[0.9994754,0.00006776241,0.00004809916,0.00009231812,0.0002296079,0.00008680031],"domain_scores_gemma":[0.9992527,0.0001824383,0.00009790938,0.0001929936,0.000208853,0.00006503451],"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":[0.001489078,0.0005182171,0.002956433,0.0009206464,0.0001586948,0.0006580225,0.0004329267,0.152863,0.3437199,0.03504585,0.04272781,0.4185094],"study_design_scores_gemma":[0.0001876411,0.0008428334,0.001005023,0.00005292377,0.0001049686,0.0003564652,0.00005010344,0.6881779,0.2336478,0.004753724,0.07071397,0.0001065948],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.12059,0.002791739,0.7887673,0.0002891832,0.0005332906,0.0004313971,0.0009688765,0.05946774,0.02616052],"genre_scores_gemma":[0.8096497,0.0003318582,0.1770417,0.0003599087,0.0001372507,0.0001849695,0.0007399659,0.001333401,0.0102212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006628623,"threshold_uncertainty_score":0.02217501,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1905713602","doi":"10.1109/isorc.2000.839552","title":"Automatic synthesis of multi-tasking implementations from real-time object-oriented models","year":2002,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":48,"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":"Computer science; Implementation; Object-oriented programming; Code generation; Process (computing); Architecture; Event (particle physics); Code (set theory); Program synthesis; Distributed computing; Programming language; Set (abstract data type); Operating system; Key (lock)","authors":[{"name":"M. Saksena","is_ca":true},{"name":"P. Karvelas","is_ca":true},{"name":"Y. Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03581200861855367,"gpt":0.266551280083951,"spread":0.2307392714653974,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001828153,0.0007584495,0.0004619916,0.0006188496,0.0004190455,0.001202928,0.001113986,0.000836785,0.001903138],"category_scores_gemma":[0.003839117,0.0006718814,0.001240795,0.0005178689,0.0007006854,0.0009851828,0.0005508764,0.001044541,0.0004930489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000720676,"about_ca_system_score_gemma":0.001526261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001148888,"about_ca_topic_score_gemma":0.002254948,"domain_scores_codex":[0.9987343,0.0003504538,0.0001337357,0.0001457324,0.0005075208,0.0001282289],"domain_scores_gemma":[0.9978966,0.001101676,0.0002159157,0.0004387014,0.000305771,0.0000413846],"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":[0.000189891,0.0001544905,0.00098614,0.0005570363,0.00007988336,0.0005501732,0.0003898638,0.6761805,0.06067208,0.1420229,0.001656042,0.116561],"study_design_scores_gemma":[0.00008380366,0.0001015487,0.0001530157,0.00005209824,0.00005546241,0.0001082951,0.00004337886,0.9070745,0.04252814,0.03938507,0.0103926,0.00002204762],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01076446,0.00006745562,0.9866071,0.0000560628,0.00002571461,0.00009517432,0.00005659661,0.0007763706,0.001551082],"genre_scores_gemma":[0.151798,0.0002250218,0.8451469,0.00006131644,0.00001761258,0.000403127,0.0002982001,0.0002665935,0.00178321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001903138,"threshold_uncertainty_score":0.009668291,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2314658126","doi":"10.1109/tsmc.2016.2531681","title":"Optimal Priority-Free Conditionally-Preemptive Real-Time Scheduling of Periodic Tasks Based on DES Supervisory Control","year":2016,"lang":"en","type":"article","venue":"IEEE Transactions on Systems Man and Cybernetics Systems","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":46,"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":"Science and Technology Development Fund; National Natural Science Foundation of China","keywords":"Preemption; Uniprocessor system; Supervisor; Computer science; Supervisory control theory; Multiprocessing; Scheduling (production processes); Real-time operating system; Priority inversion; Supervisory control; Real-time computing; Distributed computing; Parallel computing; Embedded system; Control (management); Rate-monotonic scheduling; Dynamic priority scheduling; Operating system; Mathematical optimization; Mathematics","authors":[{"name":"Xi Wang","is_ca":false},{"name":"Zhiwu Li","is_ca":false},{"name":"W.M. Wonham","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01607328337765222,"gpt":0.2212362122154326,"spread":0.2051629288377804,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004122281,0.0003791123,0.0003591351,0.0002081554,0.0002346545,0.0003899755,0.0006481888,0.0002243306,0.000806205],"category_scores_gemma":[0.0007598712,0.0001502447,0.0003387163,0.0001841105,0.0004454332,0.0004003416,0.0003087051,0.0004318688,0.0001111936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004605868,"about_ca_system_score_gemma":0.000859579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002260769,"about_ca_topic_score_gemma":0.001827963,"domain_scores_codex":[0.9996201,0.00008642026,0.00002378253,0.00008355825,0.0001364645,0.00004966784],"domain_scores_gemma":[0.9997084,0.00011367,0.00005330383,0.00003804527,0.00006428205,0.00002239834],"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":[0.000154912,0.00006018452,0.0004711198,0.00008908108,0.00001594483,0.0001290526,0.0001002124,0.918566,0.01769083,0.03282816,0.0004887736,0.02940576],"study_design_scores_gemma":[0.00001100635,0.00004058547,0.00007454147,0.000001789447,0.000003561703,0.00001153689,0.000003818032,0.9952214,0.001822585,0.002476182,0.0003294735,0.000003446901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04937492,0.0001247263,0.9470921,0.00004944718,0.00002933031,0.00004319,0.00003083826,0.0002681655,0.002987296],"genre_scores_gemma":[0.9392653,0.0001013016,0.05894859,0.00001998823,0.00001547531,0.00007961084,0.00006412933,0.00002791921,0.001477641],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002260769,"threshold_uncertainty_score":0.004495144,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2166778115","doi":"10.1109/tii.2010.2068304","title":"Time-Aware Instrumentation of Embedded Software","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Industrial Informatics","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":46,"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":"Computer science; Firmware; Instrumentation (computer programming); Debugging; Embedded system; Software; Laptop; TRACE (psycholinguistics); Real-time computing; Operating system","authors":[{"name":"Sebastian Fischmeister","is_ca":true},{"name":"Patrick Lam","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02582778607053425,"gpt":0.2525440793111139,"spread":0.2267162932405797,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001544032,0.0008776995,0.0004848567,0.0009802277,0.000565245,0.0008377415,0.001601097,0.0005253436,0.0009802907],"category_scores_gemma":[0.01189432,0.0006452282,0.0004565998,0.000747203,0.00139667,0.00202796,0.001406839,0.001023809,0.0002062907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009308574,"about_ca_system_score_gemma":0.001455969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001834876,"about_ca_topic_score_gemma":0.001790366,"domain_scores_codex":[0.9975616,0.0006680689,0.0001259192,0.0003452308,0.001019745,0.0002795063],"domain_scores_gemma":[0.9905965,0.004575361,0.001603268,0.002260614,0.0007525029,0.0002117592],"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":[0.000655334,0.0001735745,0.0079044,0.0003537947,0.00007137915,0.0006608453,0.000959799,0.5196407,0.1329788,0.05561965,0.001336347,0.2796453],"study_design_scores_gemma":[0.00003517984,0.0002393525,0.001397842,0.00004694308,0.00005870667,0.0002486934,0.00009484906,0.8854762,0.08329695,0.02467842,0.004396439,0.00003034023],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09133808,0.0003234869,0.9034867,0.0001158225,0.00002305769,0.0000511682,0.00003504603,0.003278115,0.001348611],"genre_scores_gemma":[0.821853,0.0002692843,0.1761019,0.00005629765,0.0000216361,0.00008511382,0.00007500216,0.0003853275,0.001152367],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001834876,"threshold_uncertainty_score":0.008165717,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2077288229","doi":"10.1109/tetc.2013.2274042","title":"Scheduling Co-Design for Reliability and Energy in Cyber-Physical Systems","year":2013,"lang":"en","type":"article","venue":"IEEE Transactions on Emerging Topics in Computing","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":43,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Francis Xavier University","funders":"National Natural Science Foundation of China","keywords":"Computer science; Energy consumption; Scheduling (production processes); Heuristics; Cyber-physical system; Reliability (semiconductor); Reliability engineering; Dynamic voltage scaling; Energy management; Energy (signal processing); Real-time computing; Distributed computing; Mathematical optimization; Power (physics); Engineering","authors":[{"name":"Man Lin","is_ca":true},{"name":"Yongwen Pan","is_ca":true},{"name":"Laurence T. Yang","is_ca":true},{"name":"Minyi Guo","is_ca":false},{"name":"Nenggan Zheng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02622107456477722,"gpt":0.2829032067352962,"spread":0.256682132170519,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002921085,0.001267085,0.00120564,0.0008679,0.0009058706,0.001568073,0.001232049,0.001039199,0.003543604],"category_scores_gemma":[0.005585588,0.000776317,0.001179535,0.001136547,0.001030994,0.001704381,0.002023846,0.001923941,0.0005028129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001189561,"about_ca_system_score_gemma":0.002553905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008625536,"about_ca_topic_score_gemma":0.001759054,"domain_scores_codex":[0.9976087,0.0009740831,0.0001273866,0.0003944775,0.0006859102,0.0002094183],"domain_scores_gemma":[0.9959328,0.002307382,0.0005374398,0.0005583492,0.0004844495,0.0001796641],"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":[0.0002694155,0.0002572127,0.001052784,0.0003128719,0.0001019973,0.0001406147,0.0001950364,0.7981411,0.01435258,0.0478712,0.001510504,0.1357948],"study_design_scores_gemma":[0.00003039288,0.0001313786,0.0001688016,0.00001626175,0.00003376773,0.0000680376,0.00002326124,0.9804734,0.004434271,0.01163872,0.002969276,0.0000125344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01784292,0.0006751096,0.9784172,0.000237522,0.00009167426,0.00009863203,0.00001279112,0.0002922593,0.002331891],"genre_scores_gemma":[0.5384644,0.0008130099,0.4546459,0.0002105802,0.0001508344,0.0005165859,0.00007949567,0.0002425537,0.004876578],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003543604,"threshold_uncertainty_score":0.01544839,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2344324982","doi":"10.1109/rtas.2016.7461327","title":"Criticality- and Requirement-Aware Bus Arbitration for Multi-Core Mixed Criticality Systems","year":2016,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":42,"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":"Arbiter; Computer science; Mixed criticality; Avionics; Criticality; Preemption; Arbitration; Scheduling (production processes); Offset (computer science); Asynchronous communication; Fault tolerance; Embedded system; Distributed computing; Computer network; Operating system; Engineering","authors":[{"name":"Mohamed Hassan","is_ca":true},{"name":"Hiren Patel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1153880140636774,"gpt":0.3407920492908154,"spread":0.2254040352271379,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008997524,0.0004778138,0.0002800614,0.0005022213,0.0004803867,0.0007766785,0.001007243,0.0002646932,0.001074321],"category_scores_gemma":[0.001926118,0.0002491546,0.0001546675,0.0001987614,0.0003936677,0.0008310225,0.000625971,0.0005143701,0.00013237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006774799,"about_ca_system_score_gemma":0.001188128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002447865,"about_ca_topic_score_gemma":0.00487291,"domain_scores_codex":[0.9992808,0.0001937344,0.00004925529,0.00009093053,0.000269086,0.0001163112],"domain_scores_gemma":[0.9985142,0.000569996,0.000240969,0.0002067782,0.0003746219,0.00009348406],"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":[0.001371201,0.0002898619,0.008020871,0.0006484844,0.0001167693,0.0004609081,0.0005993069,0.3520377,0.3234328,0.02687823,0.003962943,0.2821809],"study_design_scores_gemma":[0.00005441204,0.0002529494,0.001124077,0.00001937359,0.00003867635,0.0001482059,0.0000482703,0.9417471,0.0476279,0.004123672,0.004782978,0.00003243763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.303596,0.001258074,0.6861854,0.0003014043,0.00006697799,0.0001754566,0.00006651485,0.001984263,0.006365819],"genre_scores_gemma":[0.940591,0.00007355458,0.05817061,0.00004877282,0.00001412287,0.00003722094,0.00003418258,0.0000587855,0.0009717523],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002447865,"threshold_uncertainty_score":0.004915476,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2092758480","doi":"10.1007/s10270-014-0399-z","title":"An executable formal semantics for UML-RT","year":2014,"lang":"en","type":"article","venue":"Software & Systems Modeling","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":40,"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":"Computer science; Programming language; Applications of UML; Unified Modeling Language; Formal semantics (linguistics); UML tool; Object Constraint Language; Operational semantics; Denotational semantics; Semantics (computer science); Software","authors":[{"name":"Ernesto Posse","is_ca":true},{"name":"Juergen Dingel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02070657615113778,"gpt":0.2578143589089094,"spread":0.2371077827577716,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002964017,0.001184758,0.0005998988,0.001428687,0.0007640535,0.003139344,0.001484561,0.001319301,0.006831262],"category_scores_gemma":[0.005806762,0.0009113607,0.001962416,0.0007856405,0.001396706,0.00349986,0.001896302,0.002330251,0.002477944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001128735,"about_ca_system_score_gemma":0.002452855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003448073,"about_ca_topic_score_gemma":0.003752141,"domain_scores_codex":[0.9976173,0.0006132019,0.0003137712,0.0003298172,0.0009085665,0.0002173716],"domain_scores_gemma":[0.9967443,0.001406291,0.0003157759,0.000574816,0.0008549839,0.0001037252],"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":[0.0001250569,0.0001506639,0.0004006301,0.0003924584,0.00003847022,0.0004268768,0.000856785,0.02533693,0.0121929,0.8833369,0.004816661,0.07192567],"study_design_scores_gemma":[0.0001676489,0.0001337505,0.0003129558,0.0003538925,0.0001360953,0.0005801845,0.0002832318,0.2449339,0.03137107,0.5730417,0.1485794,0.0001062664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002211035,0.0000520407,0.9910671,0.0001793157,0.00007137407,0.00009103669,0.0003330557,0.003147378,0.002847645],"genre_scores_gemma":[0.1369382,0.0002840211,0.8530279,0.00029618,0.0001245516,0.0003885037,0.001658954,0.001776742,0.005504915],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006831262,"threshold_uncertainty_score":0.02285284,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2024105885","doi":"10.1109/rtcsa.2012.48","title":"Memory-Aware Scheduling of Multicore Task Sets for Real-Time Systems","year":2012,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":39,"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":"Computer science; Distributed computing; Worst-case execution time; Scheduling (production processes); Suite; Uniform memory access; Shared memory; Parallel computing; Execution time; Memory management; Operating system; Overlay","authors":[{"name":"Stanley Bak","is_ca":false},{"name":"Gang Yao","is_ca":false},{"name":"Rodolfo Pellizzoni","is_ca":true},{"name":"Marco Caccamo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02747565627631463,"gpt":0.281897413612841,"spread":0.2544217573365264,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001221095,0.0003857101,0.0003304223,0.0003954751,0.0004207142,0.0004426636,0.0008804271,0.0002826715,0.0009368209],"category_scores_gemma":[0.003029892,0.0002435831,0.0004131436,0.0004270471,0.0002872564,0.0004936125,0.0003081453,0.0004331927,0.00009556169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006652026,"about_ca_system_score_gemma":0.001531171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002454411,"about_ca_topic_score_gemma":0.004105712,"domain_scores_codex":[0.9995264,0.0002092161,0.00003539475,0.0000407327,0.0001255932,0.00006274974],"domain_scores_gemma":[0.9988889,0.0005481532,0.0001665973,0.0001733615,0.0001666312,0.00005642305],"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":[0.0001921134,0.00008509856,0.001787535,0.0001102321,0.0000376013,0.00006819959,0.00008302838,0.9544797,0.01320352,0.003694959,0.0006332178,0.02562488],"study_design_scores_gemma":[0.00002823411,0.00009283512,0.0004372995,0.000004989818,0.000009749708,0.00001725544,0.00001733303,0.9929598,0.004153244,0.001667638,0.0006059965,0.000005656745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6597521,0.0006605465,0.3348899,0.0002321586,0.00007338492,0.0001657671,0.0001434924,0.0008653955,0.003217307],"genre_scores_gemma":[0.9152007,0.0001522231,0.08387935,0.00004021592,0.00001013092,0.0001159121,0.0001078415,0.0000497714,0.0004438358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002454411,"threshold_uncertainty_score":0.006457806,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1604530876","doi":"10.1109/rtas.2015.7108452","title":"Memory efficient global scheduling of real-time tasks","year":2015,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":38,"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":"King Abdulaziz University; King Saud University","keywords":"Computer science; Bottleneck; Scheduling (production processes); Parallel computing; Distributed computing; Latency (audio); CAS latency; Computation; Uniform memory access; Memory architecture; Embedded system; Memory management; Semiconductor memory; Memory controller; Operating system; Algorithm","authors":[{"name":"Ahmed Alhammad","is_ca":true},{"name":"Saud Wasly","is_ca":true},{"name":"Rodolfo Pellizzoni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02324868176041726,"gpt":0.2669086847118722,"spread":0.2436600029514549,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005082001,0.0007697982,0.0007574128,0.0006474535,0.000587543,0.000598749,0.00089442,0.000366312,0.001259945],"category_scores_gemma":[0.001098146,0.0002415308,0.0004083797,0.000662495,0.0004755319,0.0007673473,0.0008823381,0.0004480236,0.0002685973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004102036,"about_ca_system_score_gemma":0.000974852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001324302,"about_ca_topic_score_gemma":0.0032105,"domain_scores_codex":[0.9996511,0.00007494755,0.00001833929,0.00008684554,0.00006575306,0.0001029451],"domain_scores_gemma":[0.9992472,0.0002338907,0.0001226189,0.0002042381,0.000123934,0.00006828226],"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":[0.001438635,0.0002792803,0.004087077,0.0002722227,0.0001015659,0.0002928178,0.0003879237,0.6908547,0.08169417,0.006764251,0.002957716,0.2108696],"study_design_scores_gemma":[0.0000685254,0.000342981,0.001475547,0.00001143891,0.00004454298,0.0001120073,0.00008264716,0.9597687,0.0306095,0.005170386,0.002297231,0.00001652467],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3884076,0.001253506,0.6016998,0.0001138618,0.00007514263,0.0001021708,0.0001007368,0.002121006,0.006126215],"genre_scores_gemma":[0.9289798,0.0001398232,0.06865689,0.00002855691,0.00002530174,0.00007056677,0.0001356312,0.0001573418,0.001806121],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001324302,"threshold_uncertainty_score":0.004214942,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2604079157","doi":"10.4271/2017-01-1659","title":"Hardware/Software Co-Design of an Automotive Embedded Firewall","year":2017,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":37,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Infineon Technologies (Canada)","funders":"","keywords":"Firewall (physics); Computer science; Embedded system; Automotive industry; Software; Operating system; Co-design; Computer architecture; Engineering; Business","authors":[{"name":"Mert D. Pesé","is_ca":false},{"name":"K.‐H. Schmidt","is_ca":false},{"name":"Harald Zweck","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0256239308304009,"gpt":0.2869912638162117,"spread":0.2613673329858108,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005334014,0.0005693329,0.000347817,0.0004765652,0.0003442953,0.001230627,0.001460296,0.0009198806,0.004600091],"category_scores_gemma":[0.0005851996,0.0003923571,0.000445557,0.0001905843,0.000289395,0.0007463842,0.0004834547,0.0006132498,0.001360677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000468247,"about_ca_system_score_gemma":0.0008025607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001153984,"about_ca_topic_score_gemma":0.00106616,"domain_scores_codex":[0.9993508,0.0001304352,0.00005541633,0.0001190162,0.0002027646,0.0001415487],"domain_scores_gemma":[0.999561,0.00008871603,0.00005701303,0.00009023272,0.0001601913,0.0000429346],"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":[0.001055772,0.0009516533,0.007424738,0.001080265,0.0002950693,0.001897908,0.0005796518,0.2068042,0.445485,0.02625287,0.00640966,0.3017633],"study_design_scores_gemma":[0.0002093096,0.00130085,0.003141083,0.0001041835,0.0002076783,0.0007546331,0.00009392935,0.6839969,0.2599929,0.002051038,0.04808168,0.00006584447],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1608846,0.0007906089,0.8091522,0.0003048818,0.0003349081,0.0004817995,0.0001031874,0.006476372,0.02147136],"genre_scores_gemma":[0.7693592,0.0003116796,0.2138328,0.0002206367,0.00004118663,0.0002856966,0.0001843665,0.0003883897,0.015376],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004600091,"threshold_uncertainty_score":0.01538879,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1966746281","doi":"10.5555/2485288.2485324","title":"PT-AMC: integrating preemption thresholds into mixed-criticality scheduling","year":2013,"lang":"en","type":"article","venue":"Design, Automation, and Test in Europe","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":35,"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":"Preemption; Computer science; Mixed criticality; Scheduling (production processes); Distributed computing; Fixed-priority pre-emptive scheduling; Criticality; Dynamic priority scheduling; Embedded system; Rate-monotonic scheduling; Computer network; Operating system; Quality of service; Engineering","authors":[{"name":"Qingling Zhao","is_ca":false},{"name":"Zonghua Gu","is_ca":false},{"name":"Haibo Zeng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01807556073586558,"gpt":0.2490464834342238,"spread":0.2309709226983583,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002188645,0.0008600251,0.0005318015,0.001043047,0.0005601133,0.001290257,0.001651525,0.0006830553,0.002011279],"category_scores_gemma":[0.007040186,0.000414903,0.0004543334,0.0006537804,0.0005561549,0.001417561,0.001055631,0.001480724,0.0006380301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00104948,"about_ca_system_score_gemma":0.002721728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003001876,"about_ca_topic_score_gemma":0.002313081,"domain_scores_codex":[0.9985096,0.0003519499,0.00009718321,0.0002005264,0.0006719481,0.0001688727],"domain_scores_gemma":[0.9971322,0.001203053,0.0002738534,0.000465073,0.0007314949,0.0001942787],"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":[0.0007063576,0.000263978,0.003181025,0.0003192177,0.00008698142,0.0002627982,0.0002466869,0.3997984,0.0549241,0.0897401,0.008562878,0.4419075],"study_design_scores_gemma":[0.00003117349,0.00009831985,0.000202821,0.00002481881,0.00001652821,0.00007539515,0.0000120146,0.9635209,0.0135933,0.01541142,0.006993524,0.0000197892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009429969,0.0001884059,0.9840752,0.0001075068,0.0000815672,0.0001165124,0.00005575002,0.003322258,0.002622713],"genre_scores_gemma":[0.3032493,0.000142162,0.6940979,0.0001467815,0.00008579567,0.0001910782,0.0001651822,0.0005022157,0.001419705],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003001876,"threshold_uncertainty_score":0.01157475,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1983910579","doi":"10.1145/378420.378836","title":"Online prediction of the running time of tasks","year":2001,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Science North","funders":"","keywords":"Computer science; Running time; Artificial intelligence; Machine learning; Algorithm","authors":[{"name":"Peter A. Dinda","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01738991443887199,"gpt":0.2314508185196056,"spread":0.2140609040807336,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000897551,0.001352676,0.001605992,0.0007454221,0.0003236592,0.0006847375,0.001061148,0.0008984871,0.008013669],"category_scores_gemma":[0.00483389,0.0003291922,0.0002918816,0.0007959097,0.0003134786,0.0008742927,0.0005118657,0.001112199,0.002751691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004250465,"about_ca_system_score_gemma":0.0008140769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006916214,"about_ca_topic_score_gemma":0.00756264,"domain_scores_codex":[0.9996037,0.00007404551,0.00001842237,0.0001285219,0.00009616559,0.00007913671],"domain_scores_gemma":[0.9960277,0.00250072,0.0003893871,0.0003841936,0.0004320988,0.0002659282],"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":[0.004003402,0.0008570298,0.007944643,0.000334613,0.0001127405,0.0001997016,0.00003957311,0.5830991,0.01096656,0.001994501,0.020558,0.3698901],"study_design_scores_gemma":[0.00004820997,0.0001093182,0.001368161,0.0000111644,0.00002345273,0.00002405931,0.000004708338,0.9941849,0.001967819,0.001707817,0.0005418995,0.000008521609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2933936,0.003012857,0.6770877,0.001648169,0.001192369,0.000249573,0.00468981,0.007637345,0.01108847],"genre_scores_gemma":[0.9602789,0.0006071805,0.03142623,0.00008932549,0.0003041555,0.00009589855,0.001876835,0.0001322678,0.005189223],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008013669,"threshold_uncertainty_score":0.02680838,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2105700497","doi":"10.1109/cacsd.2000.900188","title":"Computer automated multi-paradigm modeling in control system design","year":2002,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":33,"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":"Computer science; Rotation formalisms in three dimensions; Modeling language; Variety (cybernetics); Systems modeling; Software engineering; Model-based design; Control (management); Programming language; Systems engineering; Distributed computing; Artificial intelligence; Simulation; Software; Engineering","authors":[{"name":"P.J. Mosterman","is_ca":false},{"name":"Hans Vangheluwe","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06099595997479199,"gpt":0.2446365361502962,"spread":0.1836405761755042,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001289002,0.0005544226,0.0004463707,0.0005686621,0.0005227575,0.001470554,0.001072477,0.0008038036,0.002907499],"category_scores_gemma":[0.001938356,0.0004496092,0.0006246542,0.000860753,0.0008587377,0.00239189,0.000785258,0.001479874,0.0007190435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001126486,"about_ca_system_score_gemma":0.001749551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003042276,"about_ca_topic_score_gemma":0.00354076,"domain_scores_codex":[0.9991078,0.0004440446,0.00004291358,0.00009166805,0.0002545301,0.00005910023],"domain_scores_gemma":[0.9993724,0.0003139416,0.00004303271,0.0001529298,0.00009775381,0.00001991083],"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":[0.00004245519,0.00005577931,0.0003184962,0.0002704749,0.00003264466,0.000149209,0.0002144454,0.3256562,0.003941267,0.5722775,0.003503839,0.09353762],"study_design_scores_gemma":[0.00002311426,0.0000420142,0.0001265092,0.00006302455,0.00001626831,0.00007575651,0.00004662267,0.7011573,0.002251244,0.2576345,0.03854581,0.00001768639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003342719,0.0009433284,0.9868755,0.0003455655,0.00005884736,0.00005434991,0.00003374026,0.0003090093,0.008036856],"genre_scores_gemma":[0.209399,0.003171064,0.7778297,0.0001937396,0.0001106105,0.0004993859,0.0002144623,0.0001710687,0.008410977],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003042276,"threshold_uncertainty_score":0.009726524,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1673553675","doi":"10.1109/taes.2015.140063","title":"Scheduling periodic task graphs for safety-critical time-triggered avionic systems","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Aerospace and Electronic Systems","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of New Brunswick","funders":"","keywords":"Backtracking; Avionics; Computer science; Scheduling (production processes); Job shop scheduling; Distributed computing; FlexRay; Aerospace; Automotive industry; Embedded system; Real-time computing; Engineering; Algorithm","authors":[{"name":"Menglan Hu","is_ca":false},{"name":"Jun Luo","is_ca":false},{"name":"Yang Wang","is_ca":true},{"name":"Bharadwaj Veeravalli","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0166470590640317,"gpt":0.2538805904351192,"spread":0.2372335313710875,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000622871,0.0007176388,0.0005240543,0.0006379183,0.000820254,0.0005268491,0.0007323383,0.0004148048,0.00155973],"category_scores_gemma":[0.001448695,0.0002703961,0.0004659022,0.0006824437,0.000417502,0.0005701472,0.0004838696,0.0004671779,0.0001771366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008321044,"about_ca_system_score_gemma":0.00159713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004690788,"about_ca_topic_score_gemma":0.005830113,"domain_scores_codex":[0.9996101,0.0001259057,0.00002047649,0.00007530369,0.00009743535,0.00007067842],"domain_scores_gemma":[0.9992757,0.0004237852,0.00009556939,0.00006060473,0.00007425094,0.00007013551],"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":[0.0001897089,0.0001185833,0.0007207536,0.0001974599,0.00003858326,0.0002977214,0.0001727377,0.9035902,0.01274295,0.02113692,0.002271457,0.05852289],"study_design_scores_gemma":[0.00003395552,0.00006659207,0.0002386347,0.000005942066,0.00001085134,0.00004460836,0.00004339693,0.9796314,0.002030877,0.01634851,0.001536295,0.000008921545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1321988,0.0003959468,0.8626243,0.0002185967,0.00007880528,0.000234099,0.0001680161,0.0007362808,0.003344987],"genre_scores_gemma":[0.7854182,0.0003771466,0.2116479,0.00008421774,0.00004654442,0.0001846492,0.0004308454,0.0001538651,0.001656771],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004690788,"threshold_uncertainty_score":0.009326994,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2763046940","doi":"10.1109/tc.2017.2762293","title":"Mapping and Scheduling Mixed-Criticality Systems with On-Demand Redundancy","year":2017,"lang":"en","type":"article","venue":"IEEE Transactions on Computers","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":31,"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":"Computer science; Avionics; Mixed criticality; Fault tolerance; Redundancy (engineering); Quality of service; Distributed computing; Scheduling (production processes); Criticality; Certification; Reliability engineering; Embedded system; Automotive industry; Software quality; Software; Computer network; Operating system; Software development; Engineering","authors":[{"name":"Jonah Caplan","is_ca":true},{"name":"Zaid Al-bayati","is_ca":true},{"name":"Haibo Zeng","is_ca":false},{"name":"Brett H. Meyer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0250169637153714,"gpt":0.2542686612242818,"spread":0.2292516975089104,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006301224,0.0007015975,0.0004327938,0.0004336412,0.0003807503,0.0004636119,0.000782048,0.000366103,0.001121642],"category_scores_gemma":[0.001924721,0.0002880012,0.0003726503,0.0002745811,0.0003956862,0.0005625937,0.0006024687,0.000427054,0.0001445143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005357928,"about_ca_system_score_gemma":0.0007593652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002049707,"about_ca_topic_score_gemma":0.001788472,"domain_scores_codex":[0.9996232,0.0001057408,0.00002269313,0.00005737813,0.00009635824,0.00009457915],"domain_scores_gemma":[0.9990889,0.0004870974,0.0001583257,0.0001048881,0.0001039997,0.00005684498],"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":[0.0003305198,0.0001500887,0.001534771,0.0001291161,0.00003600789,0.0002356927,0.0002061487,0.9209209,0.02272686,0.006765573,0.0004199314,0.04654439],"study_design_scores_gemma":[0.00003944004,0.0002615502,0.0003239403,0.000004697647,0.00001348618,0.0000569673,0.00003736676,0.9894739,0.004878358,0.004319673,0.0005843212,0.000006310045],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5566784,0.0002238234,0.4386812,0.0001557455,0.00004500022,0.0001999028,0.00006070196,0.0005080827,0.003447157],"genre_scores_gemma":[0.9491421,0.00005628738,0.04987549,0.00002150086,0.00001125193,0.00008162381,0.00005098086,0.00003043518,0.0007303699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002049707,"threshold_uncertainty_score":0.004075527,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2118021850","doi":"10.1109/real.1998.739734","title":"Schedulability analysis for automated implementations of real-time object-oriented models","year":2002,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Computer Research Institute of Montréal; Concordia University","funders":"","keywords":"Computer science; Implementation; Object-oriented programming; Modeling language; Programming language; A priori and a posteriori; Software; Semantics (computer science); Code generation; Embedded software; Real-time computing; Key (lock); Operating system","authors":[{"name":"M. Saksena","is_ca":true},{"name":"A. Ptak","is_ca":true},{"name":"P. Freedman","is_ca":true},{"name":"P. Rodziewicz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03742572420501637,"gpt":0.2977489612383571,"spread":0.2603232370333408,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004843194,0.0008257177,0.0007466634,0.001437214,0.0006669451,0.001326417,0.001521081,0.0008065911,0.001542079],"category_scores_gemma":[0.01753529,0.0007087823,0.001415017,0.0007542127,0.001052957,0.001881542,0.0007220615,0.001156458,0.000301365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001524972,"about_ca_system_score_gemma":0.002039364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00274407,"about_ca_topic_score_gemma":0.003028899,"domain_scores_codex":[0.9949949,0.001966835,0.0003873523,0.0003832837,0.001816093,0.0004515308],"domain_scores_gemma":[0.9883817,0.007604424,0.001326634,0.001551723,0.001021132,0.0001144149],"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":[0.0004841098,0.0002834803,0.004495086,0.0003259712,0.0001433002,0.0005303164,0.000761132,0.7116538,0.03480746,0.1452992,0.001459227,0.09975695],"study_design_scores_gemma":[0.00005762542,0.0000826783,0.0004330548,0.00002346118,0.00003603614,0.0000515227,0.00005146112,0.9507,0.01154114,0.03535858,0.001642111,0.00002226831],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04443347,0.00008950911,0.9534561,0.00008404082,0.00001727924,0.00006764258,0.00003814618,0.0007617997,0.001051967],"genre_scores_gemma":[0.4846034,0.0001625267,0.5125977,0.00008314299,0.00006033859,0.0004752984,0.0002735349,0.000377529,0.001366657],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004843194,"threshold_uncertainty_score":0.02561355,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2144856846","doi":"10.1109/ecrts.2013.28","title":"A Dynamic Scratchpad Memory Unit for Predictable Real-Time Embedded Systems","year":2013,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":30,"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":"Computer science; Embedded system; Human multitasking; Memory management; Latency (audio); Power consumption; Worst-case execution time; Execution time; Parallel computing; Operating system; Power (physics); Semiconductor memory","authors":[{"name":"Saud Wasly","is_ca":true},{"name":"Rodolfo Pellizzoni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01128893809735728,"gpt":0.2394008627762568,"spread":0.2281119246788995,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002802826,0.0004672828,0.0003117782,0.0005470362,0.0003831926,0.0006084815,0.00154595,0.0003317015,0.002995831],"category_scores_gemma":[0.0008274293,0.0002276651,0.0002281679,0.0003830157,0.0002783203,0.0008940371,0.0005839357,0.0004637417,0.0006267244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004214628,"about_ca_system_score_gemma":0.0006429716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005299763,"about_ca_topic_score_gemma":0.0009492066,"domain_scores_codex":[0.999736,0.00004815017,0.00003059484,0.00006250736,0.00007353046,0.00004915738],"domain_scores_gemma":[0.9994484,0.0001146793,0.00009890541,0.0001837111,0.0001023026,0.00005205432],"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":[0.001277633,0.0003191037,0.003548286,0.0007354466,0.000117877,0.0008242226,0.0003492317,0.03078035,0.4413698,0.0296673,0.009746391,0.4812644],"study_design_scores_gemma":[0.0002349089,0.003158364,0.003380701,0.0001118659,0.0002573529,0.001792514,0.0001177006,0.433733,0.4602652,0.006082536,0.09072462,0.00014132],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2693138,0.005237147,0.7024941,0.0004045709,0.0003206762,0.000242739,0.0001750071,0.01313294,0.008678976],"genre_scores_gemma":[0.8858802,0.0004075048,0.109425,0.0001747268,0.0001042122,0.0001181506,0.0001410112,0.000174605,0.003574645],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002995831,"threshold_uncertainty_score":0.01002198,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2138536237","doi":"10.1007/s11241-007-9024-3","title":"Scoped types and aspects for real-time Java memory management","year":2007,"lang":"en","type":"article","venue":"Real-Time Systems","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Java; Memory model; Programming language; Real time Java; Operating system; Shared memory","authors":[{"name":"Chris Andreae","is_ca":false},{"name":"Yvonne Coady","is_ca":true},{"name":"Celina Gibbs","is_ca":true},{"name":"James Noble","is_ca":false},{"name":"Jan Vítek","is_ca":false},{"name":"Zhao Tian","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01158233253263627,"gpt":0.2500236681188539,"spread":0.2384413355862176,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005197397,0.001253451,0.001203083,0.001608345,0.001049202,0.004212941,0.004325791,0.00213204,0.007925758],"category_scores_gemma":[0.01315006,0.002649964,0.002155178,0.002032918,0.002719719,0.01196189,0.004718199,0.004993401,0.002086571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001144301,"about_ca_system_score_gemma":0.001545393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001334117,"about_ca_topic_score_gemma":0.002118221,"domain_scores_codex":[0.9958649,0.0008396092,0.0008679457,0.000505455,0.001507087,0.0004150816],"domain_scores_gemma":[0.9909719,0.003126546,0.000742922,0.003828619,0.000910392,0.0004196689],"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":[0.001107696,0.0001712124,0.003483852,0.001052586,0.0001393087,0.0006761046,0.002225569,0.008948551,0.02132514,0.6795813,0.02201211,0.2592766],"study_design_scores_gemma":[0.0002699412,0.0002130991,0.001300454,0.0005840778,0.0003950079,0.001428067,0.0003707082,0.1054436,0.03631587,0.6562755,0.1971386,0.0002651452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007885411,0.0007047957,0.9740556,0.000372777,0.0003126525,0.0001105441,0.0002193835,0.01140099,0.004937897],"genre_scores_gemma":[0.2053722,0.001166165,0.769851,0.0009715185,0.0004920833,0.000428318,0.0009684765,0.01158115,0.009169132],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007925758,"threshold_uncertainty_score":0.02748674,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2622064324","doi":"10.1109/rtas.2017.13","title":"Predictable Cache Coherence for Multi-core Real-Time Systems","year":2017,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Ministère de l'Économie, de la Science et de l'Innovation - Québec","keywords":"Computer science; Cache coherence; MESI protocol; Predictability; Latency (audio); MESIF protocol; Multi-core processor; Coherence (philosophical gambling strategy); Parallel computing; Cache; Distributed computing; CPU cache; Cache algorithms","authors":[{"name":"Mohamed Hassan","is_ca":true},{"name":"Anirudh Mohan Kaushik","is_ca":true},{"name":"Hiren Patel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08792575374304948,"gpt":0.3202627539257511,"spread":0.2323370001827016,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00148944,0.0003829372,0.000334936,0.0005307989,0.0005088145,0.001020676,0.000913126,0.0003168529,0.0007529735],"category_scores_gemma":[0.004813259,0.0002899377,0.000230187,0.0005662396,0.000682525,0.001304482,0.0006110933,0.0008126922,0.0001172701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009435131,"about_ca_system_score_gemma":0.001721752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00166023,"about_ca_topic_score_gemma":0.003434928,"domain_scores_codex":[0.9987098,0.0003489421,0.00008635334,0.0001298501,0.0005705313,0.0001545964],"domain_scores_gemma":[0.9969004,0.001242012,0.000562129,0.0007271618,0.0004722734,0.00009605307],"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":[0.0002779561,0.0001194935,0.003511262,0.0002918579,0.0000701557,0.0001807889,0.0002546454,0.8146933,0.05104966,0.05080628,0.001554959,0.07718955],"study_design_scores_gemma":[0.00001814592,0.0001344867,0.0003562458,0.0000118921,0.00001917966,0.00006484116,0.00003290029,0.9722493,0.01599071,0.009411857,0.001698445,0.00001200097],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1829335,0.002107342,0.8093246,0.0003801246,0.00007193806,0.00006724743,0.00008157755,0.001573514,0.003460159],"genre_scores_gemma":[0.9517418,0.0002803156,0.04727337,0.00004410444,0.00002183037,0.00005082009,0.00005661594,0.00006599366,0.0004653382],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00166023,"threshold_uncertainty_score":0.007877052,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1678112703","doi":"10.1109/wpdrts.1996.557688","title":"An engineering approach to decomposing end-to-end delays on a distributed real-time system","year":2002,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":29,"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":"Computer science; Scheduling (production processes); Distributed computing; End-to-end principle; Processor scheduling; Metric (unit); Scaling; Process (computing); Real-time computing; Mathematical optimization; Parallel computing; Engineering; Mathematics; Computer network","authors":[{"name":"M. Saksena","is_ca":true},{"name":"Seongsoo Hong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0151988964282292,"gpt":0.2196722264267368,"spread":0.2044733299985076,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001154379,0.001205514,0.0004932616,0.0008702501,0.0006864445,0.001180527,0.001362541,0.0007811744,0.002204022],"category_scores_gemma":[0.003047732,0.0005506623,0.0006773798,0.0006469233,0.00128401,0.002053025,0.001371439,0.002221367,0.0006704074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009385559,"about_ca_system_score_gemma":0.001699466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001012858,"about_ca_topic_score_gemma":0.001130885,"domain_scores_codex":[0.9989021,0.0002423958,0.00006823407,0.0001685526,0.0005090924,0.0001096581],"domain_scores_gemma":[0.9983796,0.0005806623,0.0001539778,0.0003959818,0.000387038,0.0001026621],"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":[0.00008862567,0.0001707275,0.0004386278,0.0002167314,0.0000364638,0.0002960215,0.0002707206,0.5637476,0.05219388,0.2213416,0.001423755,0.1597753],"study_design_scores_gemma":[0.00004017931,0.0001780276,0.0001635878,0.00003372105,0.00002899333,0.0002080941,0.00008593899,0.8503481,0.02301847,0.1082999,0.01756397,0.00003105515],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002107109,0.00006409136,0.9964797,0.0001011589,0.00002131026,0.00002487358,0.000006410784,0.00008553845,0.001109773],"genre_scores_gemma":[0.1345171,0.0004674224,0.8614363,0.0001271215,0.00008719131,0.0001776917,0.00004800411,0.0001179406,0.003021253],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002204022,"threshold_uncertainty_score":0.007373214,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2136605427","doi":"10.1109/rttas.1997.601321","title":"Performance-based design of distributed real-time systems","year":2002,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":28,"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":"Computer science; Constraint (computer-aided design); Pipeline (software); Task (project management); Computation; Time constraint; Set (abstract data type); Resource (disambiguation); Mathematical optimization; Real-time computing; Resource constraints; Distributed computing; Algorithm; Mathematics; Engineering; Computer network","authors":[{"name":"Dong-In Kang","is_ca":false},{"name":"R. Gerber","is_ca":false},{"name":"M. Saksena","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03078824080446908,"gpt":0.2123311340090287,"spread":0.1815428932045596,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002692114,0.001208275,0.0007550936,0.0004794364,0.0004415167,0.001282316,0.001814966,0.0007631217,0.002801644],"category_scores_gemma":[0.005632228,0.0006154569,0.0006523417,0.0003453452,0.0009953555,0.001026393,0.0008703094,0.001152178,0.0008117344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001108494,"about_ca_system_score_gemma":0.001158612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001054063,"about_ca_topic_score_gemma":0.001098448,"domain_scores_codex":[0.9976807,0.0008127811,0.0001153497,0.0003209514,0.0009386675,0.0001315392],"domain_scores_gemma":[0.9980445,0.000873921,0.0002662569,0.0002639118,0.0004697233,0.00008165011],"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":[0.00006777633,0.000036609,0.0002104295,0.0001398319,0.00003469866,0.00005201699,0.00007383487,0.9198676,0.005275681,0.02414553,0.0006114544,0.0494846],"study_design_scores_gemma":[0.00003247778,0.00006046611,0.00003809667,0.0000125509,0.00001354767,0.00002524615,0.000007364109,0.9869547,0.002479197,0.007296826,0.003072533,0.000007021777],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001925649,0.00007007131,0.9963959,0.00004458533,0.00002038322,0.000037152,0.000007080826,0.0002550865,0.001244009],"genre_scores_gemma":[0.4023857,0.0003476865,0.5922354,0.0001094185,0.0001004421,0.0004893092,0.00008514713,0.0002496997,0.003997207],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002801644,"threshold_uncertainty_score":0.01423746,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2043233377","doi":"10.1109/rtas.2007.17","title":"Minimising Task Migration and Priority Changes in Mode Transitions","year":2007,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Computer science; Scheduling (production processes); Schedule; Mode (computer interface); Task (project management); Set (abstract data type); Software; Distributed computing; Real-time computing; Systems engineering; Engineering; Operating system; Operations management","authors":[{"name":"Paul Emberson","is_ca":true},{"name":"Iain Bate","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01606054278886137,"gpt":0.2685032422818099,"spread":0.2524426994929486,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00260173,0.0009871057,0.0006946162,0.000762723,0.0007607652,0.001094785,0.001397735,0.0007014554,0.001124318],"category_scores_gemma":[0.01186777,0.0004268177,0.0003930492,0.0006657115,0.0005741147,0.00185253,0.001027449,0.001338921,0.0002631164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006561183,"about_ca_system_score_gemma":0.001523168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001446063,"about_ca_topic_score_gemma":0.002244654,"domain_scores_codex":[0.9983217,0.0004403045,0.0001282943,0.0002984479,0.0005166065,0.000294654],"domain_scores_gemma":[0.9932871,0.003050695,0.001260235,0.001042787,0.0008777417,0.0004813324],"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":[0.002157847,0.0007113902,0.0131613,0.0005364749,0.0001292802,0.0005291781,0.0008204685,0.2777391,0.1696033,0.01784571,0.002324302,0.5144417],"study_design_scores_gemma":[0.0002109588,0.002145207,0.01815968,0.00009072298,0.0001717448,0.001354746,0.0006993705,0.8265222,0.1055698,0.03406351,0.01090328,0.0001086628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4502907,0.001085657,0.5398159,0.0004989322,0.0002511539,0.0002586331,0.00007773095,0.001587384,0.006133861],"genre_scores_gemma":[0.9177397,0.0002150905,0.07986958,0.00008188062,0.00003911433,0.00006911861,0.00007107381,0.0001209588,0.001793453],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00260173,"threshold_uncertainty_score":0.01375943,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2786904362","doi":"10.1145/3158208","title":"A Comparative Study of Predictable DRAM Controllers","year":2018,"lang":"en","type":"article","venue":"ACM Transactions on Embedded Computing Systems","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; CMC Microsystems","keywords":"Dram; Computer science; Latency (audio); Memory controller; Bridge (graph theory); Controller (irrigation); State (computer science); Dynamic random-access memory; Arbitration; Embedded system; Distributed computing; Computer hardware; Telecommunications; Algorithm","authors":[{"name":"Danlu Guo","is_ca":true},{"name":"Mohamed Hassan","is_ca":true},{"name":"Rodolfo Pellizzoni","is_ca":true},{"name":"Hiren Patel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03247365803851394,"gpt":0.299995266139455,"spread":0.2675216081009411,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001941656,0.0005021543,0.0004069096,0.001114459,0.0004976789,0.001057344,0.001466064,0.0004333534,0.003247636],"category_scores_gemma":[0.007499791,0.0002422148,0.0003548749,0.0009034162,0.0003829207,0.001680355,0.0006556526,0.0005675707,0.0002564858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008637485,"about_ca_system_score_gemma":0.001244012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001469936,"about_ca_topic_score_gemma":0.001849189,"domain_scores_codex":[0.997777,0.0005109764,0.0001272115,0.0002517074,0.001035158,0.0002978419],"domain_scores_gemma":[0.9939983,0.003644891,0.000500539,0.0007103313,0.000959096,0.0001868832],"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":[0.003000298,0.000607872,0.01635057,0.001333913,0.0003245009,0.0004060774,0.000411825,0.6183907,0.02396075,0.04858628,0.007164316,0.2794629],"study_design_scores_gemma":[0.000243211,0.004067874,0.007147243,0.0001219022,0.0002519552,0.0005210413,0.000569317,0.9266433,0.0332403,0.009081138,0.01804459,0.00006804839],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8703204,0.009489478,0.08038582,0.000580946,0.0002317494,0.0002128911,0.0005145959,0.001739502,0.03652471],"genre_scores_gemma":[0.9913194,0.0006740346,0.006914625,0.00006843974,0.00002879469,0.00004007454,0.0001981524,0.0000518891,0.0007045089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003247636,"threshold_uncertainty_score":0.0108645,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2056047125","doi":"10.1145/2744196","title":"Runtime Monitoring of Cyber-Physical Systems Under Timing and Memory Constraints","year":2015,"lang":"en","type":"article","venue":"ACM Transactions on Embedded Computing Systems","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University; University of Waterloo","funders":"","keywords":"Computer science; Cyber-physical system; Embedded system; Runtime verification; Jitter; Memory footprint; Real-time computing; Distributed computing; Operating system; Formal verification","authors":[{"name":"Ramy Medhat","is_ca":true},{"name":"Borzoo Bonakdarpour","is_ca":true},{"name":"Deepak Kumar","is_ca":true},{"name":"Sebastian Fischmeister","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0513958623455601,"gpt":0.2936989394645004,"spread":0.2423030771189403,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001580239,0.0006444894,0.0005334739,0.0005161793,0.0004061286,0.001364692,0.001181245,0.0004803794,0.0007330854],"category_scores_gemma":[0.005955093,0.0003409645,0.0004296369,0.0002945631,0.001157011,0.001425886,0.001091608,0.0007366475,0.00009815142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007611053,"about_ca_system_score_gemma":0.001126184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00149454,"about_ca_topic_score_gemma":0.00131906,"domain_scores_codex":[0.9982405,0.0004159644,0.000107661,0.0003964751,0.0006377643,0.0002016574],"domain_scores_gemma":[0.9960369,0.001892455,0.00076318,0.0007761098,0.0003898414,0.0001415214],"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":[0.0006417243,0.0002312689,0.01044054,0.0003696397,0.0001184151,0.0008627874,0.0008260403,0.6855042,0.1372934,0.03828536,0.0007695721,0.1246571],"study_design_scores_gemma":[0.00003191878,0.0001568766,0.002075449,0.00001986799,0.00004852291,0.000135578,0.00007206425,0.9562547,0.03163513,0.008436193,0.001114207,0.00001959338],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3063754,0.0003793685,0.6875457,0.0001692944,0.00003985954,0.00007788742,0.00006078515,0.002960079,0.002391564],"genre_scores_gemma":[0.9595783,0.00008123394,0.03966451,0.00002519459,0.00001454318,0.00006233223,0.00004199866,0.00007715664,0.000454673],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001580239,"threshold_uncertainty_score":0.008357227,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2066719875","doi":"10.1145/2656045.2656070","title":"Schedulability analysis of global memory-predictable scheduling","year":2014,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":27,"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":"King Saud University","keywords":"Computer science; Correctness; Multi-core processor; Scheduling (production processes); Schedule; Parallel computing; Worst-case execution time; Execution time; Processor scheduling; Distributed computing; Embedded system; Operating system; Programming language","authors":[{"name":"Ahmed Alhammad","is_ca":true},{"name":"Rodolfo Pellizzoni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01003870821449935,"gpt":0.2506189776658906,"spread":0.2405802694513913,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002060466,0.001136293,0.0007359129,0.001024462,0.0004305858,0.0006659456,0.0006621488,0.0003789934,0.001174395],"category_scores_gemma":[0.004440308,0.0002901664,0.0007783169,0.000572051,0.0008081737,0.0007236642,0.0006630759,0.0007090965,0.000142751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009506824,"about_ca_system_score_gemma":0.001504821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001899422,"about_ca_topic_score_gemma":0.001209402,"domain_scores_codex":[0.9986958,0.0004397212,0.00004615647,0.0001823923,0.0003923068,0.0002436053],"domain_scores_gemma":[0.9972674,0.001844146,0.0003437675,0.0002314533,0.0002392116,0.00007408912],"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":[0.0002291563,0.00005473776,0.00183003,0.0001256815,0.00007319785,0.0002060223,0.0001191233,0.9334584,0.01250261,0.02377526,0.0007186081,0.02690717],"study_design_scores_gemma":[0.00001249202,0.00007383092,0.0003633764,0.000007174794,0.00001329889,0.00002503776,0.00001693847,0.9878671,0.002460428,0.008882002,0.0002718888,0.000006450916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1350042,0.0005819923,0.8595062,0.00019169,0.00004788107,0.00009756176,0.0001334643,0.000481444,0.003955508],"genre_scores_gemma":[0.958675,0.0001788922,0.04004306,0.00004737112,0.00005124775,0.0001100044,0.0001258533,0.00008936275,0.0006793289],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002060466,"threshold_uncertainty_score":0.01089686,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2164688727","doi":"10.1109/sies.2012.6356578","title":"Efficient implementation of AUTOSAR components with minimal memory usage","year":2012,"lang":"en","type":"article","venue":"","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":26,"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":"AUTOSAR; Computer science; Software portability; Reuse; Semantics (computer science); Embedded system; Set (abstract data type); Automotive industry; Component (thermodynamics); Shared memory; Memory management; Distributed computing; Programming language; Operating system; Software; Engineering","authors":[{"name":"Haibo Zeng","is_ca":true},{"name":"Marco Di Natale","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02121168392165691,"gpt":0.2740264301753342,"spread":0.2528147462536773,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004788947,0.000573767,0.0004422408,0.0003158432,0.0003365309,0.0008255096,0.0009167119,0.0004077762,0.003115039],"category_scores_gemma":[0.001281569,0.0003871942,0.0003479437,0.000290703,0.000287489,0.0007732931,0.0004882418,0.0004402985,0.0005870943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000401485,"about_ca_system_score_gemma":0.0009824866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001401741,"about_ca_topic_score_gemma":0.003523218,"domain_scores_codex":[0.9995908,0.0001072388,0.00002540671,0.00004359007,0.0001349741,0.00009796932],"domain_scores_gemma":[0.9993955,0.0002144891,0.00006621632,0.0001506553,0.0001461536,0.00002690477],"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":[0.0003842308,0.0001457425,0.001198499,0.0002740302,0.00004693069,0.0002529614,0.0002306334,0.706823,0.05911622,0.03337914,0.003438593,0.19471],"study_design_scores_gemma":[0.0000618535,0.0001160952,0.0002856302,0.00001473834,0.00001806287,0.00007366449,0.00006088415,0.9663488,0.02245457,0.006228806,0.004326149,0.0000106996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1289546,0.0002424437,0.8557945,0.0002093664,0.00004109978,0.00009326558,0.00006992414,0.00282232,0.01177232],"genre_scores_gemma":[0.7400382,0.000132663,0.2560806,0.00004704353,0.00001532385,0.0001007151,0.0001611436,0.000190028,0.003234247],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003115039,"threshold_uncertainty_score":0.0104208,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}