{"id":"W2066631941","doi":"10.1016/j.fiae.2015.03.001","title":"From Numeric Models to Granular System Modeling","year":2015,"lang":"en","type":"article","venue":"Fuzzy Information and Engineering","topic":"Modeling, Simulation, and Optimization","field":"Mathematics","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Relevance (law); Data science; Quality (philosophy); Perspective (graphical); Complex system; Semantics (computer science); Management science; Information system; Artificial intelligence; Knowledge management; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002251731,0.0009449341,0.001169028,0.001979062,0.0006426705,0.004471682,0.001623529,0.001373073,0.003960961],"category_scores_gemma":[0.008348797,0.0006229684,0.001179827,0.001884695,0.003862393,0.005498453,0.002837373,0.002907343,0.0008408866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002570731,"about_ca_system_score_gemma":0.001143099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004693137,"about_ca_topic_score_gemma":0.002285513,"domain_scores_codex":[0.9985315,0.000667287,0.0000920759,0.0001692058,0.0004356263,0.0001042212],"domain_scores_gemma":[0.9977691,0.001222674,0.0002172658,0.0004278383,0.0002244638,0.0001386423],"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":[0.00001686709,0.00001111615,0.0002845815,0.0001036867,0.00002805134,0.00007241732,0.0001542978,0.06950212,0.000165653,0.9206326,0.001473556,0.007555167],"study_design_scores_gemma":[0.000005232796,0.000007246059,0.0001032489,0.0000535564,0.000008125285,0.00002409719,0.00005996219,0.09705075,0.00007815049,0.8929436,0.009655648,0.00001037309],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01129772,0.009020919,0.9295796,0.006327549,0.0005110946,0.00008683916,0.0005374842,0.000477263,0.04216167],"genre_scores_gemma":[0.6541244,0.01610778,0.3125054,0.001265155,0.001092926,0.0004445413,0.0008983022,0.0004323396,0.01312921],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004693137,"threshold_uncertainty_score":0.01865208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04672144527572264,"score_gpt":0.2368871132151305,"score_spread":0.1901656679394079,"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."}}