{"id":"W4244036065","doi":"10.1007/s12083-010-0071-5","title":"Editorial: Peer-to-peer networking and applications, volume 3, issue 2","year":2010,"lang":"en","type":"editorial","venue":"Peer-to-Peer Networking and Applications","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Volume (thermodynamics); Peer-to-peer; Peer review; Computer science; World Wide Web; Political science; Physics","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":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.00523116,0.002187275,0.002159986,0.001598276,0.002362053,0.003729498,0.00750828,0.003361657,0.00002382842],"category_scores_gemma":[0.001664773,0.002445859,0.000356733,0.005810584,0.0004076336,0.0005632686,0.005804501,0.004911392,0.001403098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005296157,"about_ca_system_score_gemma":0.0006293162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004505922,"about_ca_topic_score_gemma":0.0003915268,"domain_scores_codex":[0.982712,0.0002321383,0.002083817,0.005277378,0.006520404,0.003174259],"domain_scores_gemma":[0.9829831,0.002005523,0.000892899,0.005697194,0.005961148,0.002460122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002950339,0.0001195241,0.0001045263,0.00007028217,0.0001162242,0.000005346157,0.0004823061,0.001246525,0.00006968739,0.00125076,0.8239118,0.1725935],"study_design_scores_gemma":[0.0005683972,0.0002550664,0.00009700962,0.0003290232,0.0002147334,0.00002254528,0.00008421009,0.001828406,0.00002986879,0.003516753,0.9904023,0.002651728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002820662,0.001089573,0.3339665,0.04971819,0.6043362,0.00546511,0.0004615604,0.002939369,0.001995246],"genre_scores_gemma":[0.0007284589,0.0002897597,0.07507596,0.001528412,0.8774303,0.01060323,0.001071105,0.0004147044,0.03285814],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.273094,"threshold_uncertainty_score":0.9993744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00851742400309461,"score_gpt":0.2689382892575821,"score_spread":0.2604208652544874,"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."}}