{"meta":{"query_hash":"dc3640a03f9a","filters":{"venue":"IASTED International Conference on Parallel and Distributed Computing and Systems"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/dc3640a03f9a","api":"https://metacan.xera.ac/api/v1/cohort?venue=IASTED+International+Conference+on+Parallel+and+Distributed+Computing+and+Systems"},"results":[{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.034102648807805766,"score_gpt":0.3181380936565649,"score_spread":0.28403544484875914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W160097373","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49522957,0.000103186416,0.5006872,0.00019412005,0.0005294265,0.00018993509,0.0000350865,0.000083330844,0.0029481354],"genre_scores_gemma":[0.99913776,0.000041255378,0.0005277852,0.000018791148,0.0000961425,0.0000045529787,0.000080369384,0.0000075791268,0.00008578555],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979401,0.000120072225,0.0006644185,0.00042002113,0.00047931337,0.00037607003],"domain_scores_gemma":[0.9980883,0.0005360994,0.00047171678,0.00035516196,0.00040265094,0.00014608176],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010487793,0.00027130664,0.00030911178,0.00014056845,0.00040175818,0.00056934485,0.0006773878,0.00010422762,0.0000023143314],"category_scores_gemma":[0.0001248425,0.00018278157,0.00008292108,0.00026688885,0.00011068311,0.00020516277,0.00017400297,0.0002524395,0.000013796476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000417926,0.00028279333,0.014574289,0.00009571437,0.00037373268,0.000016073911,0.0010700525,0.45228228,0.0003238015,0.47558576,0.0010476472,0.053929936],"study_design_scores_gemma":[0.0006353885,0.00041899795,0.051949684,0.0003456589,0.0000046245345,0.00006468975,0.0001922442,0.9455781,0.000017013546,0.00038925404,0.00020291726,0.00020145587],"about_ca_topic_score_codex":0.00015603613,"about_ca_topic_score_gemma":0.0000015348711,"teacher_disagreement_score":0.50390816,"about_ca_system_score_codex":0.00007619803,"about_ca_system_score_gemma":0.00006471038,"threshold_uncertainty_score":0.7453616},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.049825459317681946,"score_gpt":0.3011942267714632,"score_spread":0.25136876745378123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1824098691","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017624894,0.00033709765,0.97673166,0.00013845123,0.0011354691,0.00064390106,0.0001279591,0.00027552308,0.00298503],"genre_scores_gemma":[0.9651431,0.000014478963,0.0337333,0.00011825834,0.00030255597,0.000051889787,0.00047759566,0.00001526569,0.0001435963],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997255,0.00012685645,0.00072686584,0.00083612395,0.00048692588,0.0005681718],"domain_scores_gemma":[0.998212,0.00035794268,0.0003315259,0.0003741165,0.00043679946,0.00028764474],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013020714,0.0003617562,0.00043982317,0.00020657691,0.00037599695,0.0008787968,0.00073781295,0.00018071993,0.000002149639],"category_scores_gemma":[0.0000837855,0.00032746475,0.00010832383,0.00028578317,0.00007775632,0.00015429115,0.0001878945,0.00025395112,0.0000045333113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004670326,0.00060848315,0.0032490124,0.00043149572,0.0003452073,0.000055583438,0.0016092288,0.52802396,0.00047090786,0.43142095,0.002430289,0.030887889],"study_design_scores_gemma":[0.0014794638,0.000315157,0.0007190258,0.00028143715,0.000011133773,0.000060150724,0.000550382,0.99246746,0.000013308528,0.0004761347,0.003240763,0.00038559863],"about_ca_topic_score_codex":0.000048621157,"about_ca_topic_score_gemma":0.0000013773724,"teacher_disagreement_score":0.94751817,"about_ca_system_score_codex":0.00007579665,"about_ca_system_score_gemma":0.00006927267,"threshold_uncertainty_score":0.99991775},"labels":[],"label_agreement":null},{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.06597769050967398,"score_gpt":0.33864273419682867,"score_spread":0.2726650436871547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W206250993","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0035831693,0.000030514611,0.9711114,0.00019758825,0.0006604285,0.01957586,0.0017286297,0.0002814302,0.0028309394],"genre_scores_gemma":[0.99147314,0.0000059509307,0.0018422017,0.00002994761,0.00031944344,0.0051655252,0.00092526234,0.0000213538,0.00021714967],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99650234,0.0001768953,0.0010230299,0.0010016231,0.00063686166,0.00065926946],"domain_scores_gemma":[0.9971655,0.00046419946,0.00066222163,0.00045990077,0.00090485555,0.00034333367],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0011318099,0.0004797991,0.0006267999,0.0001839564,0.00043411873,0.001046843,0.00071996346,0.0001949348,0.000005083519],"category_scores_gemma":[0.00009837944,0.0004211051,0.00009466443,0.00033454114,0.00012128143,0.00042577478,0.00028517115,0.0002646116,0.000014221877],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008390621,0.00036129516,0.0009225977,0.0003601415,0.00038696843,0.00012279728,0.00073716365,0.015428386,0.0017560245,0.9704178,0.0044215024,0.0042462433],"study_design_scores_gemma":[0.002752475,0.00033539292,0.0014049597,0.0010661997,0.000012949876,0.00012514662,0.0010195784,0.9886656,0.000033866803,0.00041150558,0.003642974,0.0005293566],"about_ca_topic_score_codex":0.00032001338,"about_ca_topic_score_gemma":0.000006547387,"teacher_disagreement_score":0.98789,"about_ca_system_score_codex":0.00015378547,"about_ca_system_score_gemma":0.00008692427,"threshold_uncertainty_score":0.99999017},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.02834229652280277,"score_gpt":0.28257721825221843,"score_spread":0.25423492172941564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W41495264","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018853221,0.00067975017,0.9777485,0.00016961152,0.0009802863,0.0005971761,0.00013340909,0.0001858653,0.00065218593],"genre_scores_gemma":[0.99116826,0.000062081635,0.00802756,0.00014789589,0.00020902544,0.00006280831,0.00022219,0.000014265931,0.00008591576],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977863,0.00012585576,0.0005245998,0.00064742327,0.00036359546,0.00055224745],"domain_scores_gemma":[0.9981322,0.00063007954,0.00035754757,0.0002567226,0.0004181725,0.00020527381],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009665117,0.00028310798,0.00038315728,0.00011495415,0.00032941747,0.00047529826,0.00047692773,0.00019170734,0.0000040597033],"category_scores_gemma":[0.000031589938,0.00027174878,0.0000798434,0.00021224766,0.000046898596,0.00017940479,0.00021788359,0.00028023357,0.0000027065466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012527563,0.0008883657,0.005400527,0.0001766726,0.00063448324,0.00008769973,0.0028197155,0.5934231,0.00019398914,0.24798292,0.0028125683,0.14432718],"study_design_scores_gemma":[0.0016247984,0.00035579602,0.001625146,0.00023990538,0.000010300612,0.000015134166,0.00053755456,0.99266136,0.0000071961067,0.00029338448,0.0023287584,0.00030067572],"about_ca_topic_score_codex":0.000012713247,"about_ca_topic_score_gemma":0.000046907964,"teacher_disagreement_score":0.972315,"about_ca_system_score_codex":0.00010728198,"about_ca_system_score_gemma":0.00004514679,"threshold_uncertainty_score":0.9999735},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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)","score_opus":0.08904346494722962,"score_gpt":0.3247383573214794,"score_spread":0.23569489237424976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W75303139","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016827485,0.0002256148,0.9800706,0.0010594026,0.0007549186,0.0004608922,0.000052902065,0.00033482394,0.00021340039],"genre_scores_gemma":[0.92351055,0.000026816699,0.07579243,0.00021041167,0.00023481056,0.000011138754,0.000106282634,0.00001008381,0.00009744593],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99818236,0.00010351589,0.00053941755,0.00051721634,0.00031582997,0.0003416888],"domain_scores_gemma":[0.9983707,0.0005621142,0.00030568993,0.00028071358,0.0003620141,0.00011877717],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010069889,0.00025324145,0.00025489824,0.00014507673,0.00059392414,0.0007286884,0.00059993507,0.00011375734,0.0000016658742],"category_scores_gemma":[0.00014350346,0.00018841946,0.000061115956,0.00017523498,0.00007917272,0.000111618254,0.00020488312,0.00022346375,0.0000022151912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007401962,0.00024568327,0.000867698,0.00012990598,0.0003308829,0.000017897271,0.0041126865,0.33921275,0.001714703,0.36242914,0.0026662457,0.28819838],"study_design_scores_gemma":[0.0007393343,0.00009491417,0.0019622531,0.00012506952,0.000009384564,0.00007078035,0.00029111496,0.9955522,0.000040104802,0.00035379085,0.00053064286,0.00023043067],"about_ca_topic_score_codex":0.000049333175,"about_ca_topic_score_gemma":0.000008781011,"teacher_disagreement_score":0.9066831,"about_ca_system_score_codex":0.0000432279,"about_ca_system_score_gemma":0.000037858797,"threshold_uncertainty_score":0.76835227},"labels":[],"label_agreement":null}]}