{"id":"W2624082338","doi":"10.1145/3078447.3078459","title":"Do We Need Specialized Graph Databases?","year":2017,"lang":"en","type":"article","venue":"","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Graph database; Benchmarking; RDF; Wait-for graph; Graph; Architecture; Workload; Relational database management system; Database; Relational database; Theoretical computer science; Distributed computing; Information retrieval; Semantic Web; Operating system","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":[0.0146639,0.001386855,0.002054445,0.001592865,0.001475595,0.007647929,0.01217356,0.003721042,0.008127791],"category_scores_gemma":[0.04826091,0.001130673,0.001160604,0.006018892,0.001543817,0.03213454,0.00356775,0.004379496,0.003388745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002494949,"about_ca_system_score_gemma":0.004380309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006914275,"about_ca_topic_score_gemma":0.007575273,"domain_scores_codex":[0.9845991,0.004760025,0.001078295,0.002208346,0.00567364,0.001680583],"domain_scores_gemma":[0.9544387,0.01322989,0.001848817,0.01627942,0.01092648,0.003276707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003434306,0.002003536,0.03552684,0.003928714,0.0005890048,0.0006836799,0.001292057,0.0248311,0.02459311,0.1549967,0.1775994,0.5705215],"study_design_scores_gemma":[0.001526148,0.001987692,0.01507004,0.001511715,0.0007954531,0.003030823,0.01001175,0.2371403,0.07791448,0.304202,0.3463992,0.0004104122],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3784541,0.03577603,0.3925645,0.09783509,0.00441826,0.001229978,0.005988268,0.03956918,0.04416467],"genre_scores_gemma":[0.5833915,0.007270352,0.3796704,0.01117154,0.0006698359,0.0003766383,0.01038523,0.003347692,0.003716838],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0146639,"threshold_uncertainty_score":0.07755107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04281900210434345,"score_gpt":0.2929908326249927,"score_spread":0.2501718305206492,"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."}}