{"id":"W2340938217","doi":"10.3138/infor.53.2.68","title":"A Synthesis of Information Imperfection Representations for Decision Aid","year":2015,"lang":"en","type":"article","venue":"INFOR Information Systems and Operational Research","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Wilfrid Laurier University; Université Laval; University of Ottawa","funders":"","keywords":"Rotation formalisms in three dimensions; Representation (politics); Computer science; Fuzzy set; Set (abstract data type); Fuzzy logic; Quality (philosophy); Possibility theory; Decision theory; Process (computing); Theoretical computer science; Artificial intelligence; Mathematics; Epistemology; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005133003,0.001398726,0.001348812,0.00381715,0.0009851247,0.008325162,0.001718734,0.00190814,0.00803665],"category_scores_gemma":[0.01670132,0.0004917083,0.0013966,0.004169278,0.001863182,0.008848935,0.002768966,0.002236337,0.001182804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002067206,"about_ca_system_score_gemma":0.002330053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001212956,"about_ca_topic_score_gemma":0.0009248683,"domain_scores_codex":[0.9969937,0.001497226,0.0003740138,0.0002267203,0.0007528849,0.0001554944],"domain_scores_gemma":[0.9942292,0.003917454,0.000432431,0.0004847112,0.0008052691,0.0001308678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004444944,0.00003253424,0.0001881603,0.000691938,0.00004359853,0.0001831493,0.0006186026,0.02468703,0.0004054971,0.9067326,0.002548228,0.06382428],"study_design_scores_gemma":[0.00001278089,0.0000690238,0.0001794346,0.0009496971,0.00008261312,0.000170919,0.0006125282,0.1330953,0.0007005413,0.8348092,0.02926633,0.00005166465],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006852351,0.01075512,0.9479957,0.003596562,0.0004062106,0.0002096103,0.0003960156,0.0002579946,0.02953051],"genre_scores_gemma":[0.2754479,0.01508978,0.7014653,0.000613693,0.0004797555,0.0007708457,0.0007301855,0.0001083184,0.00529422],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008325162,"threshold_uncertainty_score":0.02714622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3133133209081262,"score_gpt":0.51133571328008,"score_spread":0.1980223923719538,"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."}}