{"id":"W2487245625","doi":"10.4018/978-1-4666-8841-4.ch008","title":"Databases and Information Systems","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in business information systems and analytics book series","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Computer science; Information system; Database; Relation (database); Management information systems; Process (computing); Database testing; Database design; Data science; View; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004047097,0.001581433,0.002114723,0.005569795,0.002852527,0.01844488,0.0024897,0.004179635,0.04022767],"category_scores_gemma":[0.009011507,0.0007170506,0.0007173123,0.01386295,0.007507518,0.01810331,0.00672105,0.005696331,0.01713615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004523222,"about_ca_system_score_gemma":0.005387955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002816202,"about_ca_topic_score_gemma":0.002189393,"domain_scores_codex":[0.991591,0.002807552,0.0009194092,0.001323216,0.002977916,0.0003809848],"domain_scores_gemma":[0.9941154,0.003182417,0.000412479,0.0009942901,0.0009553122,0.0003400937],"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":[0.00001001784,0.00001537491,0.0001491883,0.000749555,0.00002173427,0.0000953394,0.0005731482,0.0002459282,0.0001346765,0.8167164,0.1120174,0.06927126],"study_design_scores_gemma":[0.000004669982,0.000008992975,0.00009345051,0.0003728067,0.000005964334,0.0001775403,0.0001967497,0.0001568365,0.00005432223,0.1843498,0.8145701,0.00000877803],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001474407,0.4078546,0.06533956,0.0382257,0.01021379,0.000307456,0.002672456,0.001427073,0.472485],"genre_scores_gemma":[0.07446714,0.4458447,0.1152011,0.03905665,0.02326825,0.001305991,0.007507493,0.001187649,0.2921612],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04022767,"threshold_uncertainty_score":0.134575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022227593520584,"score_gpt":0.2521237668462293,"score_spread":0.2298961733256453,"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."}}