{"id":"W97230574","doi":"10.22215/etd/2007-06200","title":"Handling inconsistency in databases and data integration systems","year":2007,"lang":"en","type":"dissertation","venue":"","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Database; Computer science","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":[0.0005708237,0.0001501888,0.0002379,0.0002773219,0.00004983261,0.0002277347,0.0008500324,0.000108769,0.000002680506],"category_scores_gemma":[0.0002571423,0.0001206095,0.00001189558,0.0002034162,0.00001556699,0.0007404619,0.0002200629,0.0001611308,0.000006204371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001914356,"about_ca_system_score_gemma":0.0001020589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004013349,"about_ca_topic_score_gemma":0.02831612,"domain_scores_codex":[0.9987487,0.00003791577,0.0003318247,0.0005406745,0.0001807853,0.0001601149],"domain_scores_gemma":[0.9986546,0.0002200416,0.000118109,0.0009206816,0.00005544296,0.00003110907],"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":[0.00008019645,0.0002382345,0.01630281,0.001434025,0.0001026591,0.0003532308,0.00581265,0.00002674042,0.001244997,0.516537,0.006542154,0.4513253],"study_design_scores_gemma":[0.001912575,0.0002027744,0.1186832,0.006487832,0.000149086,0.00020763,0.04657406,0.8044772,0.005231426,0.004288784,0.008984981,0.00280048],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1269802,0.0199969,0.7940192,0.0001950233,0.006194047,0.0009207958,0.00004600767,0.0004926008,0.05115528],"genre_scores_gemma":[0.9109653,0.001096887,0.0785639,0.0001169676,0.0001701059,0.0000214365,0.004336908,0.00002110796,0.004707449],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8044505,"threshold_uncertainty_score":0.9894146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09499462322220574,"score_gpt":0.3752995957968158,"score_spread":0.2803049725746101,"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."}}