{"id":"W2080485692","doi":"10.1145/2678508.2678517","title":"PSBench","year":2014,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Variety (cybernetics); Benchmark (surveying); Publication; Data science; Artificial intelligence; Business","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":[0.000166796,0.00005988774,0.00006662958,0.00007008293,0.00003736497,0.00007535431,0.001252594,0.0000368916,0.00001640711],"category_scores_gemma":[0.00007550404,0.00004859441,0.00001817798,0.0003611077,0.00001556724,0.0001360742,0.00049507,0.00005706163,0.0007739956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001131951,"about_ca_system_score_gemma":0.000007568947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001133416,"about_ca_topic_score_gemma":0.0000129742,"domain_scores_codex":[0.999356,0.00001189321,0.00007306477,0.0002184027,0.0001373727,0.000203294],"domain_scores_gemma":[0.9991879,0.00004422175,0.00001273724,0.0006786563,0.00002702335,0.00004943939],"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":[2.008562e-7,0.000007809242,0.0003978353,8.224059e-7,0.000001822158,0.000001215097,0.00003591637,0.00008091299,0.0002828461,0.6286966,0.07883392,0.2916602],"study_design_scores_gemma":[0.000175389,0.0001885828,0.009002166,0.000009461363,0.000001591711,0.00001535177,0.00001152721,0.1234823,0.01379576,0.1410818,0.7118533,0.0003828427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006211731,0.000009322362,0.9037322,0.009050678,0.0002025195,0.00004261698,5.727621e-8,0.001322177,0.07942872],"genre_scores_gemma":[0.6776854,7.302991e-7,0.3183912,0.001536109,0.0000335959,0.000006004405,1.102569e-7,0.000002527964,0.002344341],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6714736,"threshold_uncertainty_score":0.9948406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006264466055601031,"score_gpt":0.2096647285488846,"score_spread":0.2034002624932836,"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."}}