{"id":"W4401509307","doi":"10.1109/iccworkshops59551.2024.10615558","title":"Technology Overview of P2P FTTR Solutions","year":2024,"lang":"en","type":"article","venue":"","topic":"Network Traffic and Congestion Control","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nokia (Canada)","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001050071,0.00004917842,0.00008234051,0.0001121237,0.00003309208,0.00003281817,0.0003489522,0.00004482486,0.0000820668],"category_scores_gemma":[0.000007486526,0.00003974557,0.00004457666,0.0006274659,0.00003956629,0.000118237,0.000109523,0.00007132341,0.0001547016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000905445,"about_ca_system_score_gemma":0.00006267244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003690831,"about_ca_topic_score_gemma":0.000006974095,"domain_scores_codex":[0.9994931,0.0000121556,0.0001183553,0.0001604737,0.00007940405,0.0001365459],"domain_scores_gemma":[0.9996213,0.00004868902,0.00001306237,0.0002585209,0.00003442135,0.00002400223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[1.214087e-7,0.000005798313,0.000005901474,0.000005852015,0.000006812582,0.000002323283,0.000008682985,0.00002642149,0.00003876108,0.5862738,0.003134327,0.4104912],"study_design_scores_gemma":[0.0001697357,0.00008050187,0.0001368934,0.0001177574,0.00001725077,0.00004228715,0.00001978849,0.66074,0.0002776386,0.06129012,0.2769424,0.0001656661],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003993652,0.01428426,0.9604498,0.01234362,0.000500283,0.00006512005,8.569326e-7,0.0007470361,0.01120964],"genre_scores_gemma":[0.9884936,0.0002141643,0.009008911,0.0001859379,0.00004048801,0.00001172265,2.923065e-7,0.000003038128,0.002041869],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9880942,"threshold_uncertainty_score":0.1988427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03500622094426637,"score_gpt":0.2702262524891234,"score_spread":0.235220031544857,"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."}}