{"id":"W2089247150","doi":"10.1145/2602622.2602624","title":"Automated schema design for NoSQL databases","year":2014,"lang":"en","type":"article","venue":"","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"NoSQL; Computer science; Schema (genetic algorithms); Schema evolution; Schema migration; Database schema; Database; Materialized view; Conceptual schema; Star schema; Workload; Relational database; View; Information retrieval; Data mining; Semi-structured model; Database design; Scalability; Operating system; Gender schema theory","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":[0.0003331865,0.0001012564,0.0001320307,0.00004118633,0.0001170886,0.00002937808,0.0002476576,0.00001802271,0.00001779324],"category_scores_gemma":[0.0001858167,0.00007817799,0.00003089924,0.0001321112,0.00002383859,0.0007688734,0.0001453344,0.00002578572,0.00008506456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009194249,"about_ca_system_score_gemma":0.00003048785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002558349,"about_ca_topic_score_gemma":0.000007781156,"domain_scores_codex":[0.9991787,0.00004088441,0.0001580363,0.0002960952,0.0001099519,0.0002162987],"domain_scores_gemma":[0.9989104,0.0002861738,0.00005269841,0.0006155783,0.00006790988,0.00006727806],"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":[0.000003587164,0.00001421194,0.00001470306,0.0000190443,0.000004815599,7.418378e-7,0.00002096668,0.0001858691,0.001839673,0.9692278,0.02392144,0.004747163],"study_design_scores_gemma":[0.0002342736,0.00005520018,0.00003343186,0.00001710842,0.000001827747,0.000007562255,0.000008391256,0.5675336,0.02598625,0.0004686059,0.4055139,0.0001398096],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001104812,0.00002993038,0.9969106,0.0002438089,0.0002136092,0.0002342486,0.00001821779,0.001213789,0.001025368],"genre_scores_gemma":[0.01041108,0.000001750984,0.9883578,0.0003430157,0.00006821791,0.00005730272,0.00002311075,0.000007948208,0.0007297554],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9687592,"threshold_uncertainty_score":0.3188006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05211720854598074,"score_gpt":0.301931478655124,"score_spread":0.2498142701091433,"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."}}