{"id":"W2494580794","doi":"10.4018/978-1-60566-112-4.ch007","title":"Fault-Tolerant Emergent Semantics in P2P Networks","year":2009,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Interoperability; Computer science; Correctness; Semantics (computer science); Semantic interoperability; World Wide Web; Information retrieval; Knowledge management; Programming language","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00284487,0.0005457328,0.0008130171,0.0003758761,0.0001784761,0.0007296675,0.002217769,0.0003681208,0.0002600766],"category_scores_gemma":[0.0002418799,0.0004552817,0.0003720089,0.0001901384,0.0001326446,0.00007909004,0.0009863842,0.0004523081,0.001079359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002304427,"about_ca_system_score_gemma":0.0001228949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009865924,"about_ca_topic_score_gemma":0.0006440159,"domain_scores_codex":[0.9935146,0.00007921108,0.001564138,0.001688729,0.002470631,0.0006826862],"domain_scores_gemma":[0.9963224,0.0001835872,0.000563099,0.002414523,0.0002502362,0.0002661787],"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":[0.00002488556,0.00002651828,0.00006091631,0.000005223827,0.00003014412,0.0002368682,0.00005426294,0.005060987,3.430098e-7,0.6136752,0.1496333,0.2311913],"study_design_scores_gemma":[0.000337902,0.0000587022,0.0003695636,0.0002107418,0.00003818493,0.00001591032,0.00004030383,0.02220012,8.111202e-7,0.411275,0.5649037,0.0005491057],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002501503,0.0005120395,0.006311766,0.0003638905,0.003861853,0.000459083,0.00009773253,0.0001254965,0.988018],"genre_scores_gemma":[0.2365845,0.00002614175,0.001194755,0.001801276,0.0008536153,0.000007699206,0.00003257831,0.00005116804,0.7594482],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4152703,"threshold_uncertainty_score":0.9997899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.077825642494325,"score_gpt":0.3389103084917465,"score_spread":0.2610846659974215,"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."}}