{"id":"W4256459171","doi":"10.1109/tfuzz.2019.2898018","title":"IEEE Computational Intelligence Society","year":2019,"lang":"en","type":"article","venue":"IEEE Transactions on Fuzzy Systems","topic":"Internet of Things and AI","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Xiamen University; Brock University; Victoria University; Victoria University of Wellington; Intel Corporation","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002540995,0.0001701112,0.0001960434,0.00008288772,0.0001466983,0.0002655442,0.0007103963,0.00009349611,0.00003480802],"category_scores_gemma":[7.829439e-7,0.0001576457,0.0002230573,0.0002580287,0.00003226978,0.0004413421,0.000002779073,0.000263301,0.001641629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009827235,"about_ca_system_score_gemma":0.00006086005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001149617,"about_ca_topic_score_gemma":0.000002992046,"domain_scores_codex":[0.99852,0.00005235334,0.0003065628,0.0004139474,0.0004400068,0.0002671544],"domain_scores_gemma":[0.9991512,0.000124292,0.00009546012,0.0004200054,0.0001196257,0.00008935956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009003989,0.0001536833,0.00001284568,0.00008044411,0.00009063139,0.000004427636,0.00136585,0.9699692,0.0005836167,0.01684432,0.003002755,0.007883283],"study_design_scores_gemma":[0.0002236603,0.0001963434,0.00002184793,0.0001396219,0.000008571247,0.00005698243,0.0001913148,0.98932,0.00470746,0.001104711,0.003708714,0.0003207912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00710277,0.00003632377,0.9821345,0.0003162602,0.006217194,0.0002727645,0.000009848742,0.0002273782,0.003682934],"genre_scores_gemma":[0.9887865,0.000007538805,0.005987816,0.0003852599,0.00008198489,0.00002357282,8.663965e-7,0.00001363384,0.004712848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9816837,"threshold_uncertainty_score":0.9991357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01588748316595541,"score_gpt":0.2382630326151027,"score_spread":0.2223755494491473,"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."}}