{"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":"23062fa7e7de","filters":{"venue":"2022 International Conference on Networking and Network Applications (NaNA)"}},"results":[{"id":"W4313315618","doi":"10.1109/nana56854.2022.00081","title":"3D Deployment of UAVs for Communications under Multiple Eavesdroppers","year":2022,"lang":"en","type":"article","venue":"2022 International Conference on Networking and Network Applications (NaNA)","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"National Research Foundation of Korea","keywords":"Beamforming; Base station; Jamming; Computer science; Signal strength; Software deployment; Interference (communication); SIGNAL (programming language); Signal-to-noise ratio (imaging); Real-time computing; Genetic algorithm; Signal-to-interference-plus-noise ratio; Noise (video); Computer network; Wireless sensor network; Telecommunications; Artificial intelligence; Machine learning","authors":[{"name":"Ke Zhao","is_ca":false},{"name":"Mian Muaz Razaq","is_ca":false},{"name":"Kaixin Li","is_ca":false},{"name":"Limei Peng","is_ca":true},{"name":"Pin‐Han Ho","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03468793002741009,"gpt":0.2658498746067582,"spread":0.2311619445793482,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000248413,0.0001589538,0.0001775319,0.00011679,0.0005478632,0.00004405602,0.0005501636,0.00004928012,0.0001179842],"category_scores_gemma":[0.000003851264,0.0001873113,0.00006461477,0.0003686284,0.00008392573,0.00005192248,0.000190467,0.0002190943,0.000003396578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001255764,"about_ca_system_score_gemma":0.00003336772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001464098,"about_ca_topic_score_gemma":0.00004549971,"domain_scores_codex":[0.9988939,0.00003908505,0.0003494982,0.0002704856,0.0002264525,0.0002205724],"domain_scores_gemma":[0.9989409,0.0002112932,0.0001364341,0.0005271055,0.0001220498,0.00006217732],"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":[0.00002560281,0.0001057599,0.0007253825,0.00001385717,0.0001243069,8.71287e-8,0.00008655267,0.6985121,0.0002744582,0.2588309,0.005494324,0.03580669],"study_design_scores_gemma":[0.0003281455,0.00004523191,0.0003045214,0.000017829,0.00002866368,0.000002566444,0.0001778944,0.7976449,0.0000202594,0.00459498,0.1966598,0.0001752304],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005029502,0.00276943,0.9549526,0.003231648,0.001064579,0.002693138,0.0004545737,0.0004956406,0.02930888],"genre_scores_gemma":[0.9812673,0.002169565,0.01141978,0.0001694574,0.0002743834,0.003702961,0.0006738087,0.00004284656,0.000279895],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9762378,"threshold_uncertainty_score":0.7638333,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313365403","doi":"10.1109/nana56854.2022.00007","title":"Keynotes","year":2022,"lang":"en","type":"article","venue":"2022 International Conference on Networking and Network Applications (NaNA)","topic":"Advanced MIMO Systems Optimization","field":"Engineering","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 Waterloo","funders":"","keywords":"Computer science; Provisioning; Architecture; Computer network; Leverage (statistics); Base station; Telecommunications; Key (lock); Computer security","authors":[{"name":"Han Pin-","is_ca":true},{"name":"Han Ho","is_ca":true},{"name":"Zhou Su","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01742813299754198,"gpt":0.2436119339033068,"spread":0.2261838009057649,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001973841,0.00016662,0.0001538377,0.0001020595,0.000449354,0.00006849808,0.00030487,0.00004193231,0.0003765342],"category_scores_gemma":[0.000003515191,0.0001984295,0.00003925871,0.0003703909,0.00003522982,0.00007597577,0.0001284457,0.0003142856,0.00001969756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001365759,"about_ca_system_score_gemma":0.00001892376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004692452,"about_ca_topic_score_gemma":0.000009427246,"domain_scores_codex":[0.9989167,0.00004236138,0.0002510592,0.000300116,0.0002389909,0.0002507326],"domain_scores_gemma":[0.9994638,0.0000829272,0.00008372486,0.000243691,0.00005939098,0.000066448],"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":[0.0000119475,0.00001873729,0.0003351494,0.00000611474,0.00004797937,0.000001517158,0.00005308658,0.8424878,0.00009658618,0.1131175,0.00866295,0.03516067],"study_design_scores_gemma":[0.0001977855,0.00003189956,0.00009136322,0.00002451586,0.00001138088,0.00001528909,0.0001115123,0.6890569,0.00001166873,0.00822265,0.3019806,0.000244431],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002381984,0.003988457,0.8029603,0.00156738,0.00442281,0.001414644,0.0001269489,0.00136688,0.1817705],"genre_scores_gemma":[0.9932247,0.001114175,0.001775761,0.0001746851,0.001125527,0.001237892,0.0002352149,0.00004486128,0.001067175],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9908427,"threshold_uncertainty_score":0.8091722,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}