{"id":"W4243844165","doi":"10.1007/978-0-387-39940-9_4061","title":"XMI","year":2009,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Database Systems","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009103274,0.001034584,0.001699849,0.0007401735,0.00008244211,0.00004267708,0.001003236,0.0006151877,0.001091168],"category_scores_gemma":[0.0001613897,0.001026235,0.0003895478,0.0001133295,0.0002080633,0.0003965485,0.0002794146,0.000832924,0.01857833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002410607,"about_ca_system_score_gemma":0.0004098257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003876872,"about_ca_topic_score_gemma":0.00008163222,"domain_scores_codex":[0.9948496,0.0001032359,0.001728466,0.001101331,0.001587968,0.000629446],"domain_scores_gemma":[0.9944779,0.0002043535,0.00165719,0.002938135,0.0003448318,0.0003776491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009624676,0.0001241655,0.00004614387,0.001437192,0.0004231847,0.0005060324,0.0001567534,0.0000263427,0.0003401221,0.2421584,0.7495832,0.005102248],"study_design_scores_gemma":[0.0005078512,0.0001125162,0.00001747861,0.002383329,0.0003112907,0.00008542896,0.00002386503,0.00002518147,0.00001860855,0.0004167455,0.9951304,0.0009673684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000240188,0.009897773,0.00005369406,0.00001434954,0.002185174,0.001390109,0.02152603,0.0003684066,0.9645404],"genre_scores_gemma":[0.0004366426,0.002941009,0.0004910268,0.0000261621,0.002438419,0.0000402105,0.007351841,0.0005343387,0.9857404],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2455471,"threshold_uncertainty_score":0.999822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02010419221852125,"score_gpt":0.2464796552418437,"score_spread":0.2263754630233225,"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."}}