{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"74f4bc8c5201","filters":{"venue":"Mobile Ad Hoc Networking and Computing"}},"results":[{"id":"W2126844396","doi":"10.5555/514151.514179","title":"A distributed mechanism for topology discovery in ad hoc wireless networks using mobile agents","year":2000,"lang":"en","type":"article","venue":"Mobile Ad Hoc Networking and Computing","topic":"Mobile Ad Hoc Networks","field":"Computer Science","cited_by":89,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Wireless ad hoc network; Mobile ad hoc network; Computer science; Computer network; Vehicular ad hoc network; Mechanism (biology); Distributed computing; Ad hoc wireless distribution service; Optimized Link State Routing Protocol; Network topology; Wireless; Topology (electrical circuits); Telecommunications; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01613776296533638,"gpt":0.2583582691832998,"spread":0.2422205062179634,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008636751,0.0006037891,0.0008535208,0.0001532827,0.0007090034,0.0005957881,0.001083902,0.0003773168,0.00001675415],"category_scores_gemma":[0.000009780178,0.0006449259,0.0002157162,0.001030972,0.0001450767,0.0005613393,0.0006739202,0.0006234269,0.000004318325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002304399,"about_ca_system_score_gemma":0.00008576461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003189658,"about_ca_topic_score_gemma":0.00008536448,"domain_scores_codex":[0.9952959,0.0003042688,0.000958517,0.001449541,0.0003232311,0.001668571],"domain_scores_gemma":[0.9978135,0.0006194884,0.0003498101,0.0008778183,0.00009371294,0.0002456479],"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":[0.00006873778,0.0001192851,0.0004143324,0.00003221191,0.00004535945,0.00005620055,0.0005215002,0.4216067,0.0000309616,0.001591784,0.0001446667,0.5753683],"study_design_scores_gemma":[0.001387878,0.0004071837,0.0002386821,0.0003881308,0.00003179027,0.00008822495,0.0001345985,0.9865134,0.00003116644,0.002046744,0.008039199,0.0006929628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4823763,0.006473762,0.5087782,0.00002950033,0.001016033,0.001043406,0.00000758437,0.0002304692,0.00004474136],"genre_scores_gemma":[0.9865102,0.002223091,0.009462902,0.0004364868,0.0007909095,0.0003276101,0.00005794635,0.00007688993,0.0001139236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5746753,"threshold_uncertainty_score":0.9996002,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2003300496","doi":"10.5555/514151.514167","title":"Low power rendezvous in embedded wireless networks","year":2000,"lang":"en","type":"article","venue":"Mobile Ad Hoc Networking and Computing","topic":"Opportunistic and Delay-Tolerant Networks","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Rendezvous; Computer science; Computer network; Sleep mode; Node (physics); Wireless; Server; Power (physics); Real-time computing; Power consumption; Telecommunications","retraction":null,"screen_n_in":null,"score":{"opus":0.006773329496542888,"gpt":0.2158569844696667,"spread":0.2090836549731238,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006574577,0.0003480645,0.000475218,0.00009724579,0.0003558951,0.000354061,0.0006342661,0.0002041782,0.00004590349],"category_scores_gemma":[0.00000114421,0.0003527269,0.00009217941,0.0006990021,0.00009154341,0.0002090644,0.0002991374,0.0005591845,0.00001643522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004789749,"about_ca_system_score_gemma":0.00005022086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009216438,"about_ca_topic_score_gemma":0.00001282831,"domain_scores_codex":[0.9971823,0.0001640655,0.000593599,0.0008258002,0.00027929,0.0009549811],"domain_scores_gemma":[0.9987031,0.0002854082,0.0001520153,0.0005944229,0.00003931672,0.0002256857],"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":[0.00002186186,0.00006686111,0.0005123973,0.000007656303,0.00001331805,0.0001694843,0.0008917919,0.05610247,0.000002205115,0.0002347696,0.0004625936,0.9415146],"study_design_scores_gemma":[0.0006029033,0.0001421133,0.000439392,0.000308678,0.000006634225,0.00009655402,0.00007932422,0.9891495,0.000002436049,0.0003599808,0.008383653,0.000428872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4810166,0.008718476,0.5015833,0.00006580149,0.0012211,0.0003526179,6.761296e-7,0.0004507212,0.006590657],"genre_scores_gemma":[0.9947971,0.001168267,0.002617965,0.0005302893,0.0005049331,0.00001720346,0.000006703161,0.00003155647,0.00032596],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9410857,"threshold_uncertainty_score":0.9998925,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W174478451","doi":"","title":"Proceedings of the 1st ACM international workshop on Foundations of wireless ad hoc and sensor networking and computing","year":2008,"lang":"en","type":"article","venue":"Mobile Ad Hoc Networking and Computing","topic":"Energy Efficient Wireless Sensor Networks","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 Ottawa","funders":"","keywords":"Wireless ad hoc network; Computer science; Context (archaeology); Wireless sensor network; Pleasure; World Wide Web; Wireless; Telecommunications; Computer network; Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.02090612924443559,"gpt":0.244276042727622,"spread":0.2233699134831864,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005594629,0.0003260514,0.000457474,0.0001476189,0.0008510642,0.000204262,0.0008581832,0.0001424003,8.034363e-7],"category_scores_gemma":[0.00004311292,0.0002876991,0.0000932598,0.0007354721,0.0004029196,0.0001742639,0.001530319,0.0004548465,3.362645e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004635924,"about_ca_system_score_gemma":0.00003339066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005794042,"about_ca_topic_score_gemma":0.000006422347,"domain_scores_codex":[0.997564,0.00007783261,0.0006483328,0.0007249971,0.0004674052,0.0005174113],"domain_scores_gemma":[0.9976391,0.0009653677,0.0006653892,0.0004033094,0.0002145886,0.0001123018],"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":[0.00005016966,0.0001423909,0.02598222,0.00008424932,0.0001263333,0.00001081673,0.006094273,0.2088735,0.0006409569,0.00254119,0.000207037,0.7552468],"study_design_scores_gemma":[0.0006762871,0.0001284055,0.01115079,0.001573576,0.00002426007,0.0001540907,0.0004917782,0.9816784,0.0001774715,0.0001321857,0.003443789,0.0003689925],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805091,0.004025652,0.01311246,0.0002281184,0.001229081,0.0002927431,0.000001080369,0.0001294195,0.000472341],"genre_scores_gemma":[0.9863937,0.001735233,0.0110769,0.0001192548,0.0005777768,0.000005523394,0.0000028333,0.00003153085,0.00005725463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7728049,"threshold_uncertainty_score":0.9999575,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}