{"id":"W2065250213","doi":"10.1142/s0218843011002249","title":"SCHEMA MEDIATION IN PEER DATA MANAGEMENT SYSTEMS","year":2011,"lang":"en","type":"article","venue":"International Journal of Cooperative Information Systems","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Schema (genetic algorithms); Data sharing; Data management; Peer-to-peer; Database schema; Information retrieval; World Wide Web; Database; Database design","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":[0.001555908,0.0001072514,0.0002010316,0.0005396411,0.00003104044,0.0004563095,0.002107834,0.00005250185,0.000009245842],"category_scores_gemma":[0.0002174412,0.00008335614,0.0000304638,0.0002205292,0.00002388128,0.006974636,0.0002917391,0.0001305436,0.00007781377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001264742,"about_ca_system_score_gemma":0.00009725014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007792586,"about_ca_topic_score_gemma":0.000006387335,"domain_scores_codex":[0.9975555,0.000103658,0.001034497,0.0001036822,0.001080411,0.0001222491],"domain_scores_gemma":[0.9969247,0.00006689956,0.0006998797,0.0003285897,0.001931381,0.00004853284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000190658,0.0002583788,0.0127858,0.0001412795,0.0007893352,0.000316059,0.02915588,0.01218948,0.00007063633,0.9009925,0.01985819,0.02325185],"study_design_scores_gemma":[0.006706044,0.0004371475,0.04538095,0.001286685,0.00004065219,0.00186527,0.02620819,0.6795617,0.001063117,0.0007355923,0.2358201,0.0008945633],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01446367,0.0004024844,0.9438291,0.000784737,0.009352624,0.0003893472,0.00002274071,0.00004792333,0.03070736],"genre_scores_gemma":[0.9950063,0.00007599021,0.004468842,0.0001123418,0.0001575458,0.000009603204,0.00002534861,0.000002899196,0.0001411685],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9805426,"threshold_uncertainty_score":0.5056443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06540175308036864,"score_gpt":0.2999038806387846,"score_spread":0.234502127558416,"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."}}