{"id":"W2101651499","doi":"10.1109/pimrc.2007.4394274","title":"Conception of Satellite-based Ubiquitous & Multifunctional Mobile and Wireless all-IP Environment 4G with Fully Distributed, Mesh, and Scalable Architecture for RRD Areas","year":2007,"lang":"en","type":"article","venue":"","topic":"Satellite Communication Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer network; Computer science; WiMAX; Telecommunications; Scalability; Wireless","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002941561,0.0002032071,0.0002441381,0.00008280112,0.00005960964,0.00003094965,0.0001059986,0.0001030128,0.00007233654],"category_scores_gemma":[0.00000769873,0.0001743005,0.00003684793,0.00007603665,0.0001786929,0.00007018671,0.00002851373,0.0001114191,0.000005630799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008674218,"about_ca_system_score_gemma":0.00001276965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000360838,"about_ca_topic_score_gemma":0.0001826568,"domain_scores_codex":[0.9989542,0.00002444489,0.0003438787,0.0002313602,0.0002044868,0.0002416787],"domain_scores_gemma":[0.9990495,0.0003247327,0.00007828424,0.0003677232,0.00005915041,0.0001205376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002309364,0.0006627492,0.04373616,0.002642994,0.0009307201,0.000006411835,0.006119863,0.1665481,0.3402644,0.001875579,0.0007419543,0.4341617],"study_design_scores_gemma":[0.007106164,0.0008896745,0.03134396,0.000366031,0.0002015634,0.0001018015,0.002212719,0.04150799,0.08640761,0.0001685995,0.8282258,0.001468067],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.586332,0.002225978,0.4098411,0.00004770917,0.00006803369,0.0009019867,0.0001408233,0.0001462499,0.0002961189],"genre_scores_gemma":[0.9890934,0.0003816376,0.009711416,0.0000337476,0.00005453147,0.0001304439,0.0004052835,0.00003728058,0.0001522403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8274839,"threshold_uncertainty_score":0.710777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01571344523497303,"score_gpt":0.2274100869426363,"score_spread":0.2116966417076632,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}