{"id":"W4402626604","doi":"10.1109/tfuzz.2024.3464848","title":"A Granular Aggregation of Multifaceted Gaussian Process Models","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Fuzzy Systems","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Gaussian process; Process (computing); Computer science; Statistical physics; Biological system; Gaussian; Physics; Chemistry; Computational chemistry","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":[0.003653229,0.001184463,0.001455419,0.002048661,0.0007598418,0.003579859,0.001437567,0.001255461,0.001526528],"category_scores_gemma":[0.009690695,0.000724084,0.002448504,0.002287266,0.001190238,0.003020623,0.002480486,0.001910311,0.0003330215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001511059,"about_ca_system_score_gemma":0.001192667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006470926,"about_ca_topic_score_gemma":0.003601104,"domain_scores_codex":[0.9972827,0.0008145939,0.0002227209,0.0006332558,0.0008009299,0.0002458337],"domain_scores_gemma":[0.9960264,0.00212662,0.0005568378,0.0006252348,0.0005279355,0.0001369284],"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":[0.000152536,0.00006740386,0.003545291,0.0001825865,0.0001505457,0.00028802,0.0004323685,0.8351303,0.003257673,0.1036059,0.0007309744,0.05245634],"study_design_scores_gemma":[0.000006264615,0.00002827357,0.0003350796,0.0000187186,0.00002354085,0.0000311358,0.00002689255,0.9761806,0.0004413217,0.02224294,0.0006498731,0.00001525895],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01724168,0.0002271529,0.9807513,0.0001363678,0.00002919415,0.00005527231,0.0001085217,0.0002821931,0.001168302],"genre_scores_gemma":[0.6530148,0.000580741,0.343854,0.0001162392,0.00008199228,0.0002141071,0.0003965922,0.00007855046,0.001662898],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006470926,"threshold_uncertainty_score":0.01932037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02339926175512818,"score_gpt":0.2563447556756685,"score_spread":0.2329454939205403,"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."}}