{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"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":"081e69e260a7","filters":{"venue":"Unmanned system technologies"}},"results":[{"id":"W4285310038","doi":"10.1007/978-981-19-1292-4_7","title":"Enhancing UAV-Based Public Safety Networks with Reconfigurable Intelligent Surfaces","year":2022,"lang":"en","type":"book-chapter","venue":"Unmanned system technologies","topic":"Advanced Wireless Communication Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Wireless; Enabling; Key (lock); Latency (audio); Rendering (computer graphics); Systems engineering; Telecommunications; Engineering; Computer security; Artificial intelligence","authors":[{"name":"Wael Jaafar","is_ca":true},{"name":"Lina Bariah","is_ca":false},{"name":"Sami Muhaidat","is_ca":true},{"name":"Halim Yanıkömeroğlu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01644681972254809,"gpt":0.1956673768382964,"spread":0.1792205571157483,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004325574,0.0009961373,0.001220792,0.001094189,0.0005544953,0.0001384983,0.002548329,0.001263823,0.0002253944],"category_scores_gemma":[0.0001028962,0.0009358171,0.0001996598,0.0004294021,0.000460054,0.0002794527,0.0004880462,0.002304232,0.00008163272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001637166,"about_ca_system_score_gemma":0.00009735813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001109889,"about_ca_topic_score_gemma":0.0001885401,"domain_scores_codex":[0.9967204,0.0000418471,0.00112047,0.0007867186,0.0005034818,0.0008271277],"domain_scores_gemma":[0.9956309,0.0004077678,0.000572306,0.0031426,0.0001881608,0.00005833389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003799739,0.00001599915,0.00001564776,0.0008541379,0.0003959746,0.00005920363,0.00003127579,0.733567,0.0001344934,0.2247031,0.0006454652,0.03953966],"study_design_scores_gemma":[0.0006480181,0.000460697,0.000002286929,0.003520985,0.0001170596,0.0000944208,0.007449453,0.07979815,0.0285358,0.002806746,0.8734989,0.00306745],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0001492728,0.04613252,0.3335603,0.001440463,0.001171241,0.002989984,0.0002321895,0.09877422,0.5155498],"genre_scores_gemma":[0.9560282,0.01036364,0.01149115,0.00002177547,0.0000370082,0.0008571927,0.0003732182,0.0006115935,0.02021625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9558789,"threshold_uncertainty_score":0.9999975,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}