{"id":"W2051586036","doi":"10.1109/iccsit.2009.5234622","title":"A Ranking Theory for Uncertain Data with Constraints","year":2009,"lang":"en","type":"article","venue":"","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Ranking (information retrieval); Polyhedron; Object (grammar); Space (punctuation); Computation; Computer science; Theoretical computer science; Mathematics; Algorithm; Combinatorics; Artificial intelligence","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":[0.0005052952,0.00006700087,0.00006816992,0.00003701401,0.00006564923,0.0002098805,0.001557391,0.00001075471,0.00002672243],"category_scores_gemma":[0.00001937306,0.00004551279,0.00001077169,0.0001298422,0.00003648775,0.0009042969,0.0002144404,0.00002741798,0.00001086383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004577566,"about_ca_system_score_gemma":0.00002168141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002036659,"about_ca_topic_score_gemma":0.000002634341,"domain_scores_codex":[0.999323,0.00001528816,0.00007388568,0.0003070015,0.0001127757,0.0001680903],"domain_scores_gemma":[0.9990084,0.00007068938,0.00002613658,0.0008471335,0.0000186632,0.00002904095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000461152,0.00001334537,0.000006198499,0.000001840119,0.000007348537,0.000004590561,0.00002427763,0.000003304946,0.000006382043,0.5210868,0.003318034,0.4755233],"study_design_scores_gemma":[0.003341417,0.0005739827,0.0007523915,0.00007607464,0.000043427,0.00002979542,0.0002739965,0.5868574,0.0003289068,0.3006453,0.1063593,0.0007179659],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00004283443,0.00001404576,0.9772083,0.001369477,0.00005119678,0.0001851068,0.00001352752,0.0001223326,0.02099325],"genre_scores_gemma":[0.1396738,0.00000419828,0.8547899,0.003019141,0.00007280625,0.000006313502,0.0001126727,0.000004398424,0.002316812],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5868541,"threshold_uncertainty_score":0.2894046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04546741638453949,"score_gpt":0.290167778197072,"score_spread":0.2447003618125325,"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."}}