{"id":"W3150796452","doi":"10.1109/ideas.2007.4318113","title":"A Generalized Model for Mediator Based Information Integration","year":2007,"lang":"en","type":"article","venue":"","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Schema (genetic algorithms); Information integration; Theoretical computer science; Data integration; Metadata; Dimension (graph theory); Semi-structured model; Relational database; Data mining; Information retrieval; Mathematics; Database model; Pure mathematics","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":[0.004106656,0.000830447,0.001009317,0.001577806,0.001939395,0.007837394,0.003530891,0.004292675,0.006470159],"category_scores_gemma":[0.004618332,0.0007318175,0.002142345,0.003131771,0.003122388,0.009064416,0.005618894,0.003284171,0.00247402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002489074,"about_ca_system_score_gemma":0.002557498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003871957,"about_ca_topic_score_gemma":0.00220511,"domain_scores_codex":[0.9960414,0.001453975,0.0003533378,0.0006651109,0.001138538,0.0003476174],"domain_scores_gemma":[0.9985659,0.0004430912,0.0001050839,0.0004580379,0.000308492,0.0001193969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002581928,0.00002144461,0.0001251787,0.00005108104,0.00002820562,0.0003442577,0.0004606365,0.008447858,0.001096126,0.980547,0.001834973,0.007017527],"study_design_scores_gemma":[0.00006838045,0.00004879368,0.00008600912,0.00006679934,0.00005514209,0.000426852,0.0002336791,0.0958119,0.00133674,0.849319,0.05250854,0.00003817577],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004392773,0.0005745222,0.9666417,0.002443768,0.0001202064,0.0002704046,0.0001778784,0.0007607547,0.02461796],"genre_scores_gemma":[0.2640691,0.001682104,0.7079439,0.001808909,0.000292551,0.001818762,0.0007972918,0.0002590845,0.02132828],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007837394,"threshold_uncertainty_score":0.02171832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02033777438332603,"score_gpt":0.2707657912745673,"score_spread":0.2504280168912413,"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."}}