{"id":"W2077846458","doi":"10.1145/2002259.2002320","title":"eQoSystem","year":2011,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001152373,0.00006349219,0.00007146566,0.00007494231,0.0000299529,0.00003554514,0.00137443,0.00003969531,0.00002849517],"category_scores_gemma":[0.00002028849,0.00005006336,0.00002071191,0.0003575369,0.00001250717,0.0001712765,0.0005069984,0.00004826141,0.001011045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001535756,"about_ca_system_score_gemma":0.00001048211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003686709,"about_ca_topic_score_gemma":0.00001895507,"domain_scores_codex":[0.999368,0.000009641884,0.00009213367,0.0002114815,0.0001175586,0.0002012577],"domain_scores_gemma":[0.9992179,0.00001365147,0.00001743683,0.0006670927,0.00003251588,0.00005144425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001235216,0.00002523262,0.001484316,0.000003370535,0.000008188036,0.00002674301,0.0006431851,0.00000451716,0.0002772222,0.8516448,0.04639027,0.09949097],"study_design_scores_gemma":[0.0009885554,0.001119246,0.06609585,0.000126414,0.00001460715,0.0002750821,0.0006377116,0.05014945,0.2411998,0.1798395,0.4571113,0.002442497],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01011278,0.00002202492,0.8176243,0.0009469084,0.000303744,0.00008754958,1.723724e-7,0.00205918,0.1688433],"genre_scores_gemma":[0.6849208,6.29775e-7,0.3128668,0.0003418626,0.00001322773,0.000009639052,4.845629e-8,0.000002657014,0.001844322],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6748081,"threshold_uncertainty_score":0.9997668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05003994524597186,"score_gpt":0.2114066067574507,"score_spread":0.1613666615114788,"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."}}