{"id":"W2143941945","doi":"10.1109/cira.2003.1222309","title":"A scheme for constructing evidence structures in Dempster-Shafer evidence theory for data fusion","year":2004,"lang":"en","type":"article","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Probabilistic logic; Fuzzy set; Fuzzy logic; Belief structure; Possibility theory; Dempster–Shafer theory; Mathematics; Type-2 fuzzy sets and systems; Scheme (mathematics); Fuzzy set operations; Randomness; Artificial intelligence; A priori and a posteriori; Computer science; Data mining; Statistics","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":[0.001520814,0.0001656741,0.0001946138,0.00005520627,0.0001520589,0.0001325856,0.002007922,0.0001021059,0.00002985281],"category_scores_gemma":[0.004631217,0.0001371251,0.00005021398,0.0002278446,0.00007979257,0.001143806,0.0009847023,0.0001255269,0.000003112543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003905927,"about_ca_system_score_gemma":0.0001759366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003259492,"about_ca_topic_score_gemma":0.00003647346,"domain_scores_codex":[0.9983072,0.00004505159,0.0003278917,0.0007610702,0.0001651724,0.0003936611],"domain_scores_gemma":[0.9969788,0.00158092,0.0001238071,0.001098729,0.0001519026,0.00006588969],"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":[0.0002556138,0.00006945201,0.007016297,0.000958484,0.00003823151,0.00001901309,0.001456223,0.001325989,0.09644241,0.817827,0.001063044,0.07352828],"study_design_scores_gemma":[0.001606491,0.0001810489,0.001078887,0.001792318,0.0000183564,0.0001248726,0.0005876913,0.06782346,0.07955731,0.842549,0.003987886,0.0006926762],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03793068,0.0006005421,0.9555796,0.004480575,0.0002160797,0.0006384468,0.000006804258,0.0001092523,0.0004380655],"genre_scores_gemma":[0.5690525,0.00001473962,0.4302585,0.0003766241,0.00006192142,0.00004414115,0.00000607594,0.000002526592,0.0001830331],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5311218,"threshold_uncertainty_score":0.5591799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1396923646327398,"score_gpt":0.3408449616817593,"score_spread":0.2011525970490195,"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."}}