{"id":"W2948896993","doi":"10.1007/978-3-642-01187-0_27","title":"A Reference Model for Semantic Peer-to-Peer Networks","year":2009,"lang":"en","type":"book-chapter","venue":"Lecture notes in business information processing","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Peer-to-peer; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005780575,0.001311964,0.002297718,0.002960694,0.002757709,0.008858209,0.007548245,0.005352278,0.009684199],"category_scores_gemma":[0.01612971,0.001118913,0.001659137,0.005711014,0.002454236,0.01723719,0.004902651,0.003517918,0.00750598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002514846,"about_ca_system_score_gemma":0.002924779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007067472,"about_ca_topic_score_gemma":0.006808883,"domain_scores_codex":[0.9940736,0.001447603,0.0008569469,0.0009714213,0.002279513,0.0003709554],"domain_scores_gemma":[0.9941908,0.001330283,0.0002685715,0.002074567,0.001876836,0.0002590094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009200205,0.00004810902,0.0001382071,0.0002624631,0.00002690407,0.0002321661,0.0004482533,0.0243483,0.001038535,0.8960375,0.0141913,0.06313622],"study_design_scores_gemma":[0.00005553574,0.00006343935,0.00007103726,0.0002060774,0.00008325715,0.0003195883,0.0001884048,0.1807456,0.002675309,0.6470781,0.1684353,0.00007834619],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001466852,0.0006107953,0.9853076,0.0006510006,0.0003480343,0.0001607749,0.0004731803,0.001871054,0.009110648],"genre_scores_gemma":[0.09878039,0.002697117,0.8657246,0.0006645888,0.0005201663,0.0009789414,0.003929527,0.001528299,0.0251764],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009684199,"threshold_uncertainty_score":0.03239691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02708121298737029,"score_gpt":0.261518126719457,"score_spread":0.2344369137320867,"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."}}