{"id":"W2104665556","doi":"10.1109/sefm.2008.36","title":"Algebraic View Reconciliation","year":2008,"lang":"en","type":"article","venue":"","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Algebraic number; Algebra over a field; Theoretical computer science; Programming language; Mathematics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003004722,0.00003909366,0.00005583229,0.00002109229,0.00002548371,0.000004357232,0.00002420516,0.00002504016,0.0002959653],"category_scores_gemma":[0.000004813087,0.00003526487,0.00002271554,0.00006196125,0.000003736762,0.00004954881,0.000001391569,0.00003012476,0.0006990698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002131719,"about_ca_system_score_gemma":0.000003065802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001294486,"about_ca_topic_score_gemma":0.00001976979,"domain_scores_codex":[0.9997564,0.000005943043,0.00008417781,0.00004238424,0.00004789772,0.00006319182],"domain_scores_gemma":[0.9998892,0.000006914391,0.000004788894,0.00006594386,0.000008830215,0.00002435024],"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":[0.00002425158,0.00006367612,0.00444164,0.000339142,0.0003046004,0.00005440506,0.002160319,0.01759648,0.07269415,0.009966269,0.2538929,0.6384621],"study_design_scores_gemma":[0.0006791715,0.00003205385,0.00576511,0.00001435307,0.000005282913,0.000124167,0.00006338522,0.237006,0.005976406,0.0001465548,0.7499072,0.0002803232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5533733,0.001362219,0.02278438,0.0001618276,0.001785999,0.000240568,0.000001313826,0.002256579,0.4180338],"genre_scores_gemma":[0.9967043,0.00006851404,0.00006706709,0.00008554864,0.00006367066,0.00001180876,7.536025e-7,0.000006849627,0.002991507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6381818,"threshold_uncertainty_score":0.8985361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01284466032937339,"score_gpt":0.1907321624050494,"score_spread":0.177887502075676,"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."}}