{"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":"2aa59a3d8162","filters":{"venue":"Advances in Optics"}},"results":[{"id":"W2035647151","doi":"10.1155/2014/945364","title":"Fiber-Wireless (FiWi) Broadband Access Networks in an Age of Convergence: Past, Present, and Future","year":2014,"lang":"en","type":"article","venue":"Advances in Optics","topic":"Advanced Photonic Communication Systems","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Backhaul (telecommunications); Access network; Computer science; Computer network; Telecommunications; Mobile broadband; Broadband; Wireless; Internet access; Wireless broadband; Wireless network; Cellular network; The Internet","authors":[{"name":"Martin Maier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01155888001053739,"gpt":0.2866979155813904,"spread":0.275139035570853,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001712584,0.0001409091,0.0002714128,0.00007973428,0.00002087599,0.00002308327,0.0004103937,0.00009337897,0.00001407149],"category_scores_gemma":[0.000006351556,0.0001490529,0.00001683731,0.0002744092,0.00008231051,0.0006050725,0.000103456,0.0002354915,8.304468e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003301795,"about_ca_system_score_gemma":0.000005611602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001019191,"about_ca_topic_score_gemma":0.0001735875,"domain_scores_codex":[0.9990743,0.0000658404,0.0003729472,0.0001662463,0.0001111593,0.0002094968],"domain_scores_gemma":[0.9991497,0.0001719969,0.00007731401,0.0005101954,0.00003416439,0.0000566416],"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":[0.00001787572,0.00003837416,0.0284721,0.0002164798,0.000007757246,0.000003937583,0.0006530926,0.9010659,0.0001880662,0.001125884,0.00002588515,0.06818461],"study_design_scores_gemma":[0.0009730722,0.00005780936,0.01201809,0.0001823719,0.000006867339,0.000005638219,0.0004308954,0.8587676,0.0006469409,0.001010674,0.1255137,0.0003863423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9304682,0.02055896,0.03502963,0.00008728766,0.00117434,0.0007057552,0.00001411987,0.0001690916,0.01179262],"genre_scores_gemma":[0.9894793,0.007733349,0.002400491,0.00001036304,0.000264915,0.00003471729,0.00001580793,0.00002694151,0.00003412267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1254878,"threshold_uncertainty_score":0.6078199,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}