{"id":"W2112602622","doi":"","title":"Functional Requirements of Peer-to-Peer Optical Networking","year":2002,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Peer-to-peer; Computer network; Distributed computing","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":[0.00008595077,0.0001171555,0.0001455865,0.00006360901,0.00002571924,0.00001056619,0.0001356867,0.00009317807,0.0006280234],"category_scores_gemma":[0.0001079991,0.0001097395,0.0000399985,0.0002774826,0.0000510179,0.0000880994,0.00007513558,0.0001554125,0.0002345918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004672701,"about_ca_system_score_gemma":0.000001144378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.191326e-7,"about_ca_topic_score_gemma":0.000001469211,"domain_scores_codex":[0.9989479,0.000003008505,0.0002194973,0.0001412065,0.0003863599,0.0003020744],"domain_scores_gemma":[0.999545,0.00006632665,0.00001165781,0.0002110319,0.00009742994,0.00006854734],"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":[0.00001289263,0.00006968548,0.001151282,0.00003136184,0.00009093845,0.00001067978,0.00004229478,0.6279018,0.00375406,0.04147383,0.1755686,0.1498927],"study_design_scores_gemma":[0.0009387367,0.0002567707,0.003834822,0.0001157118,0.00004465696,0.00001755148,0.0001613428,0.7717429,0.01072114,0.009762864,0.2014561,0.0009474584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05598365,0.0004177186,0.7206012,0.002497767,0.001461287,0.0002807638,0.000003317567,0.002388502,0.2163658],"genre_scores_gemma":[0.886652,0.00002393383,0.1099143,0.00007945603,0.000180235,0.00001267383,0.000002800603,0.00002600492,0.003108593],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8306683,"threshold_uncertainty_score":0.6876415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04231156620195811,"score_gpt":0.2433708131753191,"score_spread":0.201059246973361,"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."}}