{"id":"W4210619440","doi":"10.1109/icde.2007.367864","title":"μBE: User Guided Source Selection and Schema Mediation for Internet Scale Data Integration","year":2007,"lang":"en","type":"article","venue":"","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Data integration; Schema (genetic algorithms); Iterative and incremental development; Data mining; User interface; The Internet; Information retrieval; World Wide Web; Software engineering; Programming language","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":[0.005722051,0.0009162574,0.0006411267,0.001787894,0.001134435,0.003280316,0.002014703,0.001590239,0.01562471],"category_scores_gemma":[0.01321537,0.0007073561,0.0006370731,0.002029053,0.001123013,0.004125732,0.004439188,0.001139404,0.005313192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006153305,"about_ca_system_score_gemma":0.001019919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002648769,"about_ca_topic_score_gemma":0.004711506,"domain_scores_codex":[0.9973646,0.001427529,0.0001286399,0.0002090096,0.0007664402,0.0001038909],"domain_scores_gemma":[0.9965566,0.001954169,0.0001344191,0.0009120968,0.0003098953,0.0001328541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001002436,0.0005041429,0.002862223,0.0007149854,0.0001463925,0.000912487,0.003742474,0.01192902,0.04143091,0.08699551,0.08431162,0.7654478],"study_design_scores_gemma":[0.0003929766,0.0002374172,0.002569067,0.0003614474,0.00007569583,0.00156374,0.001172442,0.3571994,0.08891835,0.1096018,0.4376717,0.0002359066],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005842433,0.0001742708,0.9646496,0.0003938961,0.00002946856,0.0001846748,0.0002244662,0.02178385,0.006717424],"genre_scores_gemma":[0.06644124,0.0002149603,0.9240675,0.0002820463,0.00001351407,0.0004242084,0.0007709743,0.002665451,0.005120151],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01562471,"threshold_uncertainty_score":0.05226982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08356221980124992,"score_gpt":0.3332483901765674,"score_spread":0.2496861703753175,"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."}}