{"id":"W1838719609","doi":"10.1109/cacwd.2004.1349141","title":"Decision fusion in cooperative adaptive systems","year":2004,"lang":"en","type":"article","venue":"","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Artificial intelligence; Probabilistic logic; Machine learning; Classifier (UML); Adaptive system; Weighting; Sensor fusion; Fuzzy logic; Cluster analysis; Data mining","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":[0.0002601719,0.0001017291,0.0001763505,0.00008632591,0.00006089912,0.0001093583,0.000432544,0.00006004172,0.000002739447],"category_scores_gemma":[0.00002597453,0.00007036768,0.00003001578,0.0003653991,0.00001590989,0.000346247,0.0001239215,0.00008125812,0.0002025166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001219844,"about_ca_system_score_gemma":0.00007863808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00088305,"about_ca_topic_score_gemma":0.0002032551,"domain_scores_codex":[0.9989735,0.00006002011,0.0002305239,0.0003010007,0.0002386326,0.0001962845],"domain_scores_gemma":[0.999455,0.00008248677,0.00004032282,0.0002845713,0.00007621494,0.00006143219],"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":[0.0000183772,0.00005144813,0.0001018006,0.00000207164,0.000003697917,0.00004634963,0.0003852705,0.02758197,0.0003290173,0.9657137,0.0001662386,0.005600081],"study_design_scores_gemma":[0.02264092,0.003380592,0.02255537,0.001507613,0.00001282082,0.0003546357,0.004733784,0.6592734,0.001849263,0.2751328,0.00612573,0.002433021],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02131374,0.0004329829,0.9000559,0.0002679085,0.0006866895,0.0003520882,5.359493e-7,0.0001151054,0.07677503],"genre_scores_gemma":[0.9943857,0.00001023923,0.005015686,0.000147773,0.00004203675,0.00002956379,3.196985e-7,0.000003200421,0.0003655003],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9730719,"threshold_uncertainty_score":0.2869511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489111390542131,"score_gpt":0.2222596387978533,"score_spread":0.207368524892432,"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."}}