{"id":"W7034793243","doi":"","title":"View Management for Graph Databases","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"European Cultural and National Identity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Graph database; Wait-for graph; Graph; Relational database; Abstraction; Query language; View; Reuse; Query optimization","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001368147,0.0004282575,0.0004459296,0.0003572473,0.003226983,0.0001628559,0.0008858449,0.0002408815,0.0003659964],"category_scores_gemma":[0.0008876972,0.0004282184,0.0004432509,0.0008528304,0.00006748335,0.0008625183,0.0001342365,0.0004896146,0.0002674749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004290063,"about_ca_system_score_gemma":0.00006981679,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129621,"about_ca_topic_score_gemma":0.02557105,"domain_scores_codex":[0.9966402,0.0003936056,0.0005987779,0.000863327,0.0009436998,0.000560387],"domain_scores_gemma":[0.9980848,0.0002975544,0.0003587728,0.0003917,0.0006538176,0.0002133309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006092998,0.0001047082,0.000004902654,0.0006005148,0.0001877569,0.00001523195,0.000009971767,0.000001679318,0.0002152319,0.8907695,0.0003175522,0.1077121],"study_design_scores_gemma":[0.0003795039,0.00002384569,0.0006635963,0.0005830084,0.000306383,4.829251e-7,0.0007226853,5.526947e-7,0.001069025,0.05487533,0.9408382,0.0005374314],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08730561,0.001150857,6.59124e-7,0.0001049069,0.003243231,0.001958328,0.003682668,0.0003355046,0.9022182],"genre_scores_gemma":[0.1826236,0.01208095,0.002924164,0.00115427,0.0003589408,0.000738263,0.01144157,0.0001492801,0.7885289],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9405206,"threshold_uncertainty_score":0.999817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04693572943674917,"score_gpt":0.3190904090532845,"score_spread":0.2721546796165353,"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."}}