{"meta":{"query_hash":"081e69e260a7","filters":{"venue":"Unmanned system technologies"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/081e69e260a7","api":"https://metacan.xera.ac/api/v1/cohort?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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.01644681972254809,"score_gpt":0.1956673768382964,"score_spread":0.17922055711574833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285310038","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13943356,0.0021784382,0.68235266,0.00059627794,0.0004923942,0.00006166817,0.000102458456,0.0017200481,0.17306255],"genre_scores_gemma":[0.8970305,0.0013586987,0.058910236,0.000104278566,0.000079987396,0.000024877154,0.00014969202,0.00010966857,0.04223214],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99991417,0.000013851214,0.000001164901,0.000012907599,0.000033919576,0.000023911307],"domain_scores_gemma":[0.99994946,0.000013521476,0.0000064911346,0.000010231747,0.00001528869,0.0000051419465],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007458211,0.0004081085,0.00016265867,0.00019283568,0.0002083234,0.0005523223,0.00047806228,0.00040260036,0.00278521],"category_scores_gemma":[0.00014332258,0.00009864563,0.00016393515,0.00018081989,0.00019694357,0.00081446714,0.00056268094,0.00034607638,0.0009390895],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013938388,0.0001360237,0.0011851657,0.00017780827,0.000033556036,0.00036625002,0.00024656847,0.2744642,0.21699588,0.054376107,0.011784808,0.44009423],"study_design_scores_gemma":[0.000013427321,0.00030115442,0.0014210253,0.00005278214,0.00003731046,0.00044432835,0.00033788447,0.76734465,0.10568859,0.021184057,0.10315115,0.00002356917],"about_ca_topic_score_codex":0.0010467925,"about_ca_topic_score_gemma":0.0016811145,"teacher_disagreement_score":0.00278521,"about_ca_system_score_codex":0.0003799807,"about_ca_system_score_gemma":0.00015830196,"threshold_uncertainty_score":0.009317458},"labels":[],"label_agreement":null}]}