{"id":"W2018758714","doi":"10.1145/945721.945733","title":"The hyperion project","year":2003,"lang":"en","type":"article","venue":"ACM SIGMOD Record","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":189,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Toronto","funders":"","keywords":"Computer science; Schema (genetic algorithms); Database; Distributed database; Database schema; Key (lock); Information retrieval; Database design; Computer security","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":[0.0004312656,0.0001323064,0.0001138067,0.00008352145,0.0002741014,0.00019249,0.002698777,0.00007701667,0.000003146087],"category_scores_gemma":[0.001080857,0.00008893343,0.00005254903,0.0007650167,0.00005252393,0.0001950366,0.0006469243,0.0001812193,0.0001522956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004807706,"about_ca_system_score_gemma":0.0000743813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000327131,"about_ca_topic_score_gemma":0.0001135328,"domain_scores_codex":[0.9987538,0.00008082329,0.0001632466,0.0003725862,0.0002185668,0.000410986],"domain_scores_gemma":[0.9977266,0.0003058845,0.00005416761,0.001825402,0.00004478331,0.00004311676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003756373,0.00001864625,0.001168263,0.000001806403,0.00001043231,0.000005361605,0.0001257254,0.00001278897,0.0004096623,0.04042483,0.0436204,0.9141983],"study_design_scores_gemma":[0.0001099052,0.0001648623,0.0007573931,0.000009431468,0.000002465061,0.00001808824,0.00003742823,0.001018456,0.002926794,0.04863776,0.9461141,0.0002032788],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3957192,0.001603803,0.4801357,0.04722306,0.008819721,0.002325804,0.000002814886,0.005413834,0.05875603],"genre_scores_gemma":[0.6654592,0.0002417405,0.3295672,0.0006666312,0.000115242,0.0001819309,5.606868e-7,0.0000245871,0.00374297],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.913995,"threshold_uncertainty_score":0.5015043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02685393339233145,"score_gpt":0.2671210670957384,"score_spread":0.240267133703407,"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."}}