{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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"},"query_hash":"f985a5d72a28","filters":{"venue":"International Conference on Autonomic Computing"}},"results":[{"id":"W2235243468","doi":"","title":"Model-driven Elasticity and DoS Attack Mitigation in Cloud Environments","year":2014,"lang":"en","type":"article","venue":"International Conference on Autonomic Computing","topic":"Software System Performance and Reliability","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":"Dalhousie University; York University","funders":"","keywords":"Cloud computing; Computer science; Elasticity (physics); Workload; Distributed computing; Server; Denial-of-service attack; Service level; Response time; Web service; Computer security; Computer network; The Internet; Operating system; World Wide Web","retraction":null,"screen_n_in":null,"score":{"opus":0.03085006355062936,"gpt":0.2755445681411867,"spread":0.2446945045905574,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003407707,0.0001259177,0.0001475238,0.0001020821,0.00006874828,0.00012039,0.0004825085,0.00005793385,0.000009802496],"category_scores_gemma":[0.00004700734,0.0001226964,0.00003014684,0.00004997429,0.00004927774,0.0002455754,0.00024464,0.0001588352,0.00005723495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001773239,"about_ca_system_score_gemma":0.00004904567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002149766,"about_ca_topic_score_gemma":0.000008732621,"domain_scores_codex":[0.9988592,0.00006038757,0.0003189163,0.0004024139,0.0001895582,0.0001695695],"domain_scores_gemma":[0.9994454,0.0001185278,0.0001345648,0.0002179848,0.00002935234,0.00005412782],"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":[0.00002540275,0.0001594033,0.09677631,0.00002627207,0.0000327137,0.000002843012,0.00202059,0.5770029,0.001902223,0.2124473,0.00008166375,0.1095224],"study_design_scores_gemma":[0.0003594916,0.00003196654,0.04882054,0.00008007594,0.000001063868,0.000003126617,0.00001041794,0.94819,0.0001498883,0.002034353,0.0001965571,0.0001224889],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5976661,0.000001692094,0.3995447,0.0004473496,0.0004019554,0.00007883945,0.000001182237,0.00004201334,0.001816069],"genre_scores_gemma":[0.9937052,0.000005103421,0.005942726,0.0001862836,0.00009047103,0.000004641301,0.000004315293,0.000004974276,0.00005625826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3960391,"threshold_uncertainty_score":0.5003414,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2237312644","doi":"","title":"Performance Inconsistency in Large Scale Data Processing Clusters","year":2013,"lang":"en","type":"article","venue":"International Conference on Autonomic Computing","topic":"Cloud Computing and Resource Management","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":"McGill University","funders":"","keywords":"Computer science; Server; Cluster (spacecraft); Distributed computing; Virtual machine; Computer cluster; TRACE (psycholinguistics); Shared resource; Computer network; Operating system","retraction":null,"screen_n_in":null,"score":{"opus":0.04025104153292341,"gpt":0.2795437804875249,"spread":0.2392927389546015,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005854883,0.0001891413,0.0001891978,0.0002726777,0.0001613559,0.0005459241,0.003014542,0.00004796308,0.00005873184],"category_scores_gemma":[0.00003033455,0.0001851771,0.00003599396,0.0002096119,0.00003934602,0.000230252,0.00242207,0.0002754817,0.0002436331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001896008,"about_ca_system_score_gemma":0.0001316759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001155243,"about_ca_topic_score_gemma":0.00002919714,"domain_scores_codex":[0.9980608,0.00005826018,0.0004694152,0.0007224643,0.0002979652,0.0003911523],"domain_scores_gemma":[0.9988003,0.00007049361,0.0002075808,0.0007426622,0.0001071726,0.00007178957],"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":[0.000009064038,0.0002980503,0.02414619,0.0000386747,0.00003588721,0.00001332137,0.002997594,0.03921743,0.0001144346,0.01427982,0.0006779666,0.9181716],"study_design_scores_gemma":[0.0004106298,0.000026204,0.04043741,0.0002473027,0.000001585494,0.000008024479,0.0002491222,0.9574372,0.00001261661,0.0003596521,0.0006036724,0.000206651],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9090444,0.00001542343,0.04248805,0.004029504,0.0007658554,0.0002415608,0.000002448671,0.0002257395,0.04318698],"genre_scores_gemma":[0.9885654,0.00000289055,0.01030738,0.0006326312,0.0001227098,0.000006522579,0.00001190039,0.0000105304,0.000340045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9182197,"threshold_uncertainty_score":0.7551301,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}