{"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","author_layer_release":"2026-06-26"},"query_hash":"db13c38c8266","filters":{"venue":"Parallel and distributed computing and networks"}},"results":[{"id":"W39796434","doi":"","title":"Efficient heuristics for message dissemination in networks","year":2007,"lang":"en","type":"article","venue":"Parallel and distributed computing and networks","topic":"Interconnection Networks and 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":"Concordia University","funders":"","keywords":"Heuristics; Computer science; Heuristic; Gossip; Broadcasting (networking); Theoretical computer science; Artificial intelligence; Computer network","authors":[{"name":"Hovhannes A. Harutyunyan","is_ca":true},{"name":"Bin Shao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009029404762501544,"gpt":0.2602048136757128,"spread":0.2511754089132113,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001294892,0.0001799098,0.0002526787,0.00007697819,0.0002797529,0.0001882197,0.0001776237,0.0001483306,5.90832e-7],"category_scores_gemma":[0.00004454848,0.0001656609,0.00004742827,0.0003285084,0.0000436726,0.00004488396,0.0001371572,0.0001968873,2.926806e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003226071,"about_ca_system_score_gemma":0.000007213741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001504228,"about_ca_topic_score_gemma":0.00002204286,"domain_scores_codex":[0.9984963,0.00005651956,0.0004298194,0.0004115213,0.000108195,0.0004976288],"domain_scores_gemma":[0.9987196,0.0007564375,0.0001355361,0.0001737969,0.00007960317,0.000135048],"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":[0.00004058747,0.00005006036,0.00271972,0.00001795147,0.00001139158,0.000008782878,0.0001710684,0.9297355,0.000001224625,0.02436183,0.0009473977,0.04193447],"study_design_scores_gemma":[0.0005203083,0.00006484067,0.01408467,0.0001242159,0.000006006135,0.00002901795,0.00007851832,0.9841855,0.000001236423,0.0002456521,0.0004585668,0.000201494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03735183,0.002290332,0.9591582,0.0001114539,0.000588298,0.0002520268,0.000004253216,0.00009167369,0.0001519403],"genre_scores_gemma":[0.99581,0.00007260055,0.00366295,0.00007549387,0.0002988335,0.000007740317,0.00003854442,0.000008650703,0.00002516773],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9584582,"threshold_uncertainty_score":0.6755455,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W160047886","doi":"","title":"Path-based multicasting in multicomputers","year":2007,"lang":"en","type":"article","venue":"Parallel and distributed computing and networks","topic":"Interconnection Networks and 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":"Concordia University","funders":"","keywords":"Multicast; Computer science; Xcast; Protocol Independent Multicast; Source-specific multicast; Computer network; Distributed computing; Distance Vector Multicast Routing Protocol; Routing algorithm; Multicast address; Routing (electronic design automation); Routing protocol","authors":[{"name":"Hovhaness A. Harutyunyan","is_ca":true},{"name":"S. Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01161592878286346,"gpt":0.2436319702296166,"spread":0.2320160414467532,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001105526,0.0001960109,0.0002696821,0.00009654903,0.0002302902,0.0002043074,0.0002066838,0.0001231529,9.330417e-7],"category_scores_gemma":[0.00003440556,0.0001804095,0.00003867805,0.0003350716,0.00005673078,0.0001080522,0.0001704137,0.0002646452,0.000001129664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004587005,"about_ca_system_score_gemma":0.00001333858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005850201,"about_ca_topic_score_gemma":0.00002069904,"domain_scores_codex":[0.9982748,0.00008758182,0.0004340416,0.0004551465,0.000120835,0.0006275904],"domain_scores_gemma":[0.9988788,0.000554081,0.0001164068,0.0001943658,0.00004906251,0.0002072724],"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":[0.00008676244,0.000149763,0.03885684,0.00006876464,0.00003069612,0.0002086494,0.001147723,0.7926762,0.00001743659,0.008416071,0.0002947152,0.1580464],"study_design_scores_gemma":[0.0009811743,0.00006016124,0.02414682,0.0001270409,0.000002080641,0.00004352642,0.0001204702,0.9738979,0.000002157491,0.0001299184,0.0002704352,0.0002183034],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1891297,0.0004078401,0.8096976,0.00009632556,0.0003553904,0.0001036918,0.000001000158,0.0001247575,0.00008369934],"genre_scores_gemma":[0.9821766,0.00001371658,0.01732719,0.0002803211,0.0001778162,0.00000329456,0.000008272807,0.000007682988,0.000005109348],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.793047,"threshold_uncertainty_score":0.7356884,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}