{"id":"W4416285692","doi":"10.1186/s40537-025-01307-2","title":"UniqueNOSD: a novel framework for NoSQL over SQL databases","year":2025,"lang":"en","type":"article","venue":"Journal Of Big Data","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada; University of Windsor","keywords":"NoSQL; SQL; Scalability; Relational database; Relational database management system; Redundancy (engineering); Consistency (knowledge bases); View; Query by Example","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005514353,0.0009923521,0.001315965,0.001832496,0.001083177,0.004855921,0.005019292,0.00107609,0.01084107],"category_scores_gemma":[0.009844989,0.001022452,0.001479154,0.002495919,0.001403272,0.005651874,0.00554741,0.002990285,0.003225179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001440024,"about_ca_system_score_gemma":0.004106447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00369068,"about_ca_topic_score_gemma":0.004967109,"domain_scores_codex":[0.9960912,0.000620369,0.0006467776,0.0005323749,0.001814343,0.0002948414],"domain_scores_gemma":[0.9970136,0.0007903971,0.000228991,0.001025939,0.0007229253,0.0002181015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001127423,0.0005251393,0.005806745,0.00245493,0.0003949628,0.001047348,0.0006259618,0.02511432,0.01682076,0.2888419,0.2013106,0.45593],"study_design_scores_gemma":[0.0004480642,0.0002972017,0.0008950193,0.0003899153,0.0001769046,0.000942726,0.0002133612,0.3206325,0.0241908,0.1512534,0.5002908,0.0002693597],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003554718,0.001092505,0.9321506,0.0007908146,0.0006082603,0.0006480769,0.003277467,0.05198342,0.005894044],"genre_scores_gemma":[0.1033123,0.001717123,0.8634985,0.001437692,0.0005670653,0.001483666,0.01333393,0.005351747,0.009297982],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01084107,"threshold_uncertainty_score":0.03626698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1547059754666002,"score_gpt":0.3786632370180599,"score_spread":0.2239572615514597,"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."}}