{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"dc3640a03f9a","filters":{"venue":"IASTED International Conference on Parallel and Distributed Computing and Systems"}},"results":[{"id":"W206250993","doi":"","title":"Adaptive speculative locking protocol for distributed real-time database systems","year":2007,"lang":"en","type":"article","venue":"IASTED International Conference on Parallel and Distributed Computing and Systems","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Computer science; Concurrency control; Two-phase commit protocol; Two-phase locking; Distributed transaction; Protocol (science); Optimistic concurrency control; Distributed computing; Serializability; Transaction processing; Database transaction; Online transaction processing; Distributed database; Distributed concurrency control; Parallel computing; Database","authors":[{"name":"Waqar Haque","is_ca":true},{"name":"Paul Stokes","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06597769050967398,"gpt":0.3386427341968287,"spread":0.2726650436871547,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001580643,0.0002177411,0.0002827362,0.0003897922,0.000501369,0.001080695,0.001621421,0.0004952736,0.001482141],"category_scores_gemma":[0.003916445,0.0002030344,0.0002035127,0.0004456307,0.000934386,0.001904731,0.001144859,0.0008515108,0.0002584491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000410344,"about_ca_system_score_gemma":0.001031415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006069353,"about_ca_topic_score_gemma":0.0006131475,"domain_scores_codex":[0.9988927,0.0004022275,0.0001200341,0.0001054902,0.0003962174,0.00008334366],"domain_scores_gemma":[0.9978276,0.0007342325,0.00022443,0.0005918744,0.0005162738,0.0001056349],"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":[0.001522529,0.0003587618,0.005713436,0.00073412,0.0001408518,0.001337604,0.001466785,0.2091911,0.2394911,0.2248187,0.01014025,0.3050847],"study_design_scores_gemma":[0.0003756843,0.0004662878,0.0004646702,0.00004004693,0.00006244939,0.000503326,0.0001519504,0.8804603,0.05249639,0.03735575,0.02754457,0.00007865748],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05266212,0.0006253683,0.9415745,0.0004546724,0.0001511466,0.0002090796,0.00005447658,0.001207104,0.003061543],"genre_scores_gemma":[0.8542404,0.0003543698,0.1424262,0.0001723351,0.00007560084,0.000340767,0.0001430681,0.0000648266,0.002182481],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001621421,"threshold_uncertainty_score":0.008359313,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1824098691","doi":"","title":"A mobile agent based workflow rescheduling approach for grids","year":2007,"lang":"en","type":"article","venue":"IASTED International Conference on Parallel and Distributed Computing and Systems","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Workflow; Computer science; Workflow management system; Distributed computing; Workflow technology; Schedule; Grid; Workflow engine; Scheduling (production processes); Resource (disambiguation); Grid computing; Database; Operating system; Computer network; Engineering; Operations management","authors":[{"name":"Fangpeng Dong","is_ca":true},{"name":"Selim G. Akl","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04982545931768195,"gpt":0.3011942267714632,"spread":0.2513687674537812,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003322687,0.0002979445,0.0004452337,0.0002903678,0.0006817813,0.0006416338,0.001146149,0.0005157337,0.001538768],"category_scores_gemma":[0.0004225759,0.0001667315,0.000433747,0.0003418876,0.0003010764,0.000574301,0.0006102737,0.0006557744,0.0005286756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004385835,"about_ca_system_score_gemma":0.0009009989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0035426,"about_ca_topic_score_gemma":0.004321718,"domain_scores_codex":[0.9997296,0.00008039289,0.00001528542,0.00004452701,0.000103779,0.00002641789],"domain_scores_gemma":[0.9998448,0.0000382097,0.00001527023,0.00003036782,0.00004831987,0.00002303631],"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":[0.0002984146,0.0003057222,0.0007449247,0.0002469106,0.0001280079,0.0006949013,0.000463164,0.4051405,0.03928168,0.1227795,0.01326131,0.4166549],"study_design_scores_gemma":[0.00004464528,0.00007198937,0.0001248334,0.00001075275,0.00002270381,0.0001220834,0.00004745663,0.9442003,0.005681709,0.01561584,0.03403853,0.00001905681],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008584807,0.0003445559,0.9840817,0.0003006122,0.0001649413,0.0001041757,0.00003669278,0.001041523,0.005340851],"genre_scores_gemma":[0.2708828,0.0005233188,0.7140657,0.0001831854,0.0001034807,0.0002579926,0.0001518017,0.0001518133,0.01367996],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0035426,"threshold_uncertainty_score":0.007043958,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W75303139","doi":"","title":"Automatic task generation for the multi-level computing architecture","year":2007,"lang":"en","type":"article","venue":"IASTED International Conference on Parallel and Distributed Computing and Systems","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Compiler; Task (project management); Code generation; Computer architecture; Programming language; Heuristic; Parallel computing; Source code; Optimizing compiler; Control flow; Operating system; Artificial intelligence; Key (lock)","authors":[{"name":"Kirk Stewart","is_ca":true},{"name":"Tarek S. Abdelrahman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08904346494722962,"gpt":0.3247383573214794,"spread":0.2356948923742498,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003641942,0.0004952571,0.0002924198,0.0005179301,0.0004479072,0.000478394,0.0006536411,0.0003723399,0.001747939],"category_scores_gemma":[0.001705,0.0003054893,0.0004540386,0.0003979541,0.0003965069,0.0005556546,0.0004949926,0.0008235332,0.0005346705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005759891,"about_ca_system_score_gemma":0.001982144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002212624,"about_ca_topic_score_gemma":0.00365114,"domain_scores_codex":[0.9996746,0.00007620236,0.00002230384,0.00006991589,0.0001147682,0.00004224495],"domain_scores_gemma":[0.9991597,0.0003618609,0.00007428211,0.0001862756,0.000188594,0.00002925488],"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":[0.0006577088,0.0001811539,0.004263265,0.0006714982,0.00004776173,0.0003474112,0.0006618686,0.2297312,0.1513846,0.03407326,0.012629,0.5653513],"study_design_scores_gemma":[0.0000611275,0.0001036838,0.0006437473,0.00002745302,0.00001854716,0.000130241,0.00005626574,0.9003854,0.07046462,0.01373829,0.01435141,0.00001923866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0623286,0.0001526717,0.9287126,0.0001414491,0.00003702804,0.0001350282,0.0002354459,0.005740866,0.002516187],"genre_scores_gemma":[0.2180292,0.00006680585,0.7787444,0.00006403344,0.000007857773,0.0001805417,0.0006457408,0.0006629747,0.001598445],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002212624,"threshold_uncertainty_score":0.005847454,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W41495264","doi":"","title":"Associativity-based adaptive weighted clustering for large-scale mobile ad hoc networks","year":2007,"lang":"en","type":"article","venue":"IASTED International Conference on Parallel and Distributed Computing and Systems","topic":"Mobile Ad Hoc Networks","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Cluster analysis; Computer science; Wireless ad hoc network; Mobile ad hoc network; Computer network; Node (physics); Distributed computing; Stability (learning theory); Overhead (engineering); Wireless; Engineering; Artificial intelligence; Network packet","authors":[{"name":"Shafqat Ur Rehman","is_ca":false},{"name":"Wang‐Cheol Song","is_ca":false},{"name":"Junghoon Lee","is_ca":false},{"name":"Gyung-Leen Park","is_ca":false},{"name":"Hanan Lutfiyya","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02834229652280277,"gpt":0.2825772182522184,"spread":0.2542349217294156,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001638163,0.0005820242,0.0006202296,0.0008092375,0.0008057468,0.0008858298,0.001717077,0.0007578586,0.0008522081],"category_scores_gemma":[0.00517037,0.000307548,0.0005083963,0.001225526,0.0009289941,0.002328777,0.000898179,0.0007646366,0.0003307945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001000764,"about_ca_system_score_gemma":0.0007410196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002451205,"about_ca_topic_score_gemma":0.002003389,"domain_scores_codex":[0.9990829,0.0002427337,0.00004976135,0.0001322138,0.0004248007,0.00006746066],"domain_scores_gemma":[0.9978643,0.0009732007,0.0002461928,0.0002040743,0.0006325145,0.00007967161],"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":[0.00006553908,0.00004675998,0.001135229,0.00008482138,0.00007535577,0.00008597114,0.0001550166,0.8939381,0.004354201,0.04691467,0.0007162031,0.05242806],"study_design_scores_gemma":[0.000003660557,0.00001908911,0.000117254,0.000002578977,0.000009502225,0.00002921562,0.00001374218,0.9893506,0.0005510387,0.009354243,0.0005420839,0.000006973145],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009263721,0.000215078,0.989771,0.0000601055,0.00002511127,0.00002006087,0.000006709613,0.0001191199,0.0005190526],"genre_scores_gemma":[0.6212062,0.0006808318,0.3744301,0.0000810128,0.0001236184,0.0002185164,0.0000883348,0.0001017888,0.003069702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002451205,"threshold_uncertainty_score":0.008663535,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W160097373","doi":"","title":"The impact of runtime estimation inaccuracy on scheduler performance","year":2007,"lang":"en","type":"article","venue":"IASTED International Conference on Parallel and Distributed Computing and Systems","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; IBM (Canada)","funders":"","keywords":"Computer science; Heuristics; Scheduling (production processes); Grid; Execution time; Estimation; Real-time computing; Performance improvement; Distributed computing; Algorithm; Mathematical optimization; Mathematics","authors":[{"name":"Edward Xia","is_ca":true},{"name":"Igor Jurišica","is_ca":true},{"name":"Julie Waterhouse","is_ca":true},{"name":"Valerie Sloan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03410264880780577,"gpt":0.3181380936565649,"spread":0.2840354448487591,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008480149,0.001118191,0.001115152,0.0009722581,0.0008494237,0.001515788,0.001054005,0.000899179,0.0005674341],"category_scores_gemma":[0.07317861,0.0006835587,0.0004944967,0.001813371,0.0008161083,0.002063941,0.001107573,0.001259169,0.0002760244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001031609,"about_ca_system_score_gemma":0.001569131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004703035,"about_ca_topic_score_gemma":0.002502705,"domain_scores_codex":[0.988869,0.003871478,0.001157494,0.001753476,0.003397169,0.000951438],"domain_scores_gemma":[0.8907173,0.08591641,0.009240915,0.008422033,0.004888856,0.0008145925],"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":[0.003446382,0.0003409591,0.09066609,0.0005685688,0.0006810577,0.0006096771,0.0005365204,0.7752137,0.0331331,0.001342247,0.00169821,0.09176356],"study_design_scores_gemma":[0.0002961343,0.002071811,0.06761573,0.0001390916,0.0005373093,0.0009317551,0.0004792417,0.7580667,0.1641277,0.002522528,0.00295886,0.0002531177],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556288,0.002022411,0.03790691,0.0003964253,0.0001958363,0.00005061172,0.0003433473,0.001921818,0.001533793],"genre_scores_gemma":[0.9902925,0.0002883154,0.008655997,0.00006964136,0.0000356216,0.00001748897,0.0002663279,0.0001881895,0.0001858269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008480149,"threshold_uncertainty_score":0.04484785,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}