{"id":"W7106476572","doi":"","title":"Sufficient Explanations in Databases and their Connections to Database Repairs","year":2025,"lang":"","type":"article","venue":"ArXiv.org","topic":"Logic, Reasoning, and Knowledge","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Relational database; Work (physics); Relational model; Database theory; View; Relational algebra","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008083738,0.0003645673,0.0003874575,0.0006873159,0.0006758237,0.000201242,0.0007892041,0.00008300635,0.00009562783],"category_scores_gemma":[0.001264239,0.0003327256,0.00009095417,0.002392435,0.000189684,0.0007138573,0.001415928,0.000354042,0.0001858095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001516148,"about_ca_system_score_gemma":0.0004191906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007310422,"about_ca_topic_score_gemma":0.004146934,"domain_scores_codex":[0.9971116,0.0002396867,0.0005844341,0.001246283,0.0001746439,0.0006433156],"domain_scores_gemma":[0.9971912,0.0007394227,0.0001152117,0.001459197,0.0002039077,0.0002910726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004444228,0.001523164,0.7326789,0.0001428009,0.0001080608,0.00008868548,0.01286754,0.0003215368,0.00145713,0.2268675,0.01626422,0.007636031],"study_design_scores_gemma":[0.002191439,0.0004275299,0.7162462,0.001311536,0.0001022589,0.0000639662,0.008213905,0.08097956,0.007149556,0.0005705683,0.1813132,0.001430259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8475331,0.00244196,0.1356511,0.003557158,0.001907232,0.0006278077,0.0001848328,0.0001728231,0.007923993],"genre_scores_gemma":[0.9947935,0.0003995872,0.001236962,0.001073041,0.0001053501,0.00008947337,0.00005450784,0.00001307206,0.002234499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2262969,"threshold_uncertainty_score":0.9999125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0544011447579285,"score_gpt":0.2963877121187679,"score_spread":0.2419865673608394,"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."}}