{"id":"W3140559046","doi":"10.1007/978-3-030-62147-6_7","title":"Granular Computing: Fundamentals and System Modeling","year":2021,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001028099,0.0004646978,0.001462455,0.0002220215,0.000299421,0.0003822455,0.0004053242,0.0002453869,0.00000152703],"category_scores_gemma":[0.00005241263,0.0003642257,0.0001148529,0.00006780239,0.0001190868,0.0001145608,0.0007261775,0.0002872973,0.00001107721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000143408,"about_ca_system_score_gemma":0.00003862178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002458031,"about_ca_topic_score_gemma":0.00001045988,"domain_scores_codex":[0.9970574,0.000109013,0.0009936253,0.0009589381,0.000546127,0.0003349406],"domain_scores_gemma":[0.9982056,0.0005615793,0.0002851594,0.000609367,0.0002178772,0.0001204243],"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":[0.00008711065,0.00004173565,0.0002906453,0.001825445,0.0006144498,0.001710885,0.003162914,0.00307624,0.000006320241,0.8540926,0.00120825,0.1338834],"study_design_scores_gemma":[0.004468557,0.0002259564,0.00003840074,0.0101017,0.0001370787,0.0006115724,0.006161869,0.9393103,3.113028e-7,0.009591636,0.02814816,0.001204452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001110239,0.5013148,0.429727,0.0001787334,0.004607177,0.001526608,0.00003734791,0.0002181848,0.06127993],"genre_scores_gemma":[0.9877256,0.006121266,0.001999213,0.0002264397,0.0002668791,0.00002603894,0.00000373433,0.00003364397,0.003597167],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9866154,"threshold_uncertainty_score":0.999881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06507801097620562,"score_gpt":0.2987415614471243,"score_spread":0.2336635504709187,"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."}}