{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"ed86a7aa677c","filters":{"venue":"Proceedings of 6th International Fuzzy Systems Conference"}},"results":[{"id":"W1910591194","doi":"10.1109/fuzzy.1997.619736","title":"Elicitation of membership functions: how far can theory take us?","year":2002,"lang":"en","type":"article","venue":"Proceedings of 6th International Fuzzy Systems Conference","topic":"Advanced Text Analysis Techniques","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Management science; Cognitive science; Psychology; Engineering","authors":[{"name":"İ.B. Türkşen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03719236577059323,"gpt":0.2486746373106849,"spread":0.2114822715400917,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005236301,0.0001891944,0.0003204075,0.0004486098,0.00005991213,0.0001946244,0.001267217,0.00008834534,0.00003852925],"category_scores_gemma":[0.0004555967,0.000181926,0.0001092398,0.0004842231,0.0001125628,0.0009373859,0.0001518135,0.0001430445,0.000009097426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009563268,"about_ca_system_score_gemma":0.00002981222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000067748,"about_ca_topic_score_gemma":0.000009199898,"domain_scores_codex":[0.9981135,0.00002355446,0.0005210735,0.000409164,0.0007358096,0.0001969187],"domain_scores_gemma":[0.9964567,0.0001337439,0.0008167862,0.0001999123,0.00232063,0.00007222326],"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":[0.000009952787,0.00007211584,0.004946653,0.0001115276,0.000120231,6.95393e-7,0.0009117405,0.00004597961,0.01851208,0.9650813,0.0005847457,0.009602991],"study_design_scores_gemma":[0.002479441,0.001200358,0.009633699,0.002842379,0.0002846661,0.0001975734,0.01040362,0.448932,0.1668031,0.3277065,0.02694914,0.002567569],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1137824,0.0007848414,0.7353632,0.003926294,0.001335891,0.001007885,0.00007011825,0.0007227526,0.1430067],"genre_scores_gemma":[0.9878815,0.00006894057,0.009282695,0.00004101728,0.00007518134,0.00007103209,0.000005178993,0.0000119721,0.002562433],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8740992,"threshold_uncertainty_score":0.7418728,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1859227287","doi":"10.1109/fuzzy.1997.616432","title":"Selecting behaviors using fuzzy logic","year":2002,"lang":"en","type":"article","venue":"Proceedings of 6th International Fuzzy Systems Conference","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Fuzzy logic; Computer science; Artificial intelligence","authors":[{"name":"François Michaud","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05586375401631294,"gpt":0.2602370800614919,"spread":0.204373326045179,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005340834,0.0002906519,0.0004480382,0.000307148,0.000154131,0.0005528061,0.001892673,0.0001487139,0.00002158656],"category_scores_gemma":[0.0001737695,0.0002686389,0.0001286989,0.0004604697,0.00007497556,0.001156371,0.0002985112,0.0002367505,0.00005632969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001605646,"about_ca_system_score_gemma":0.00004943406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002674203,"about_ca_topic_score_gemma":0.000001728151,"domain_scores_codex":[0.9971877,0.0000219409,0.0008104084,0.000633496,0.0009066784,0.0004397139],"domain_scores_gemma":[0.9973071,0.00006861462,0.0007229592,0.0001963705,0.001556879,0.0001480851],"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":[0.00001063955,0.0001452538,0.01995509,0.000147044,0.00009837838,0.00001011681,0.0009969235,0.0002002521,0.03578556,0.9390953,0.0006917623,0.00286367],"study_design_scores_gemma":[0.003649342,0.0008788587,0.004092953,0.002218228,0.0001374705,0.001618623,0.003801207,0.9117068,0.006151021,0.05888715,0.004162285,0.002696068],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.368156,0.001262639,0.02741105,0.001313127,0.005265748,0.001187816,0.00002423449,0.0006904463,0.594689],"genre_scores_gemma":[0.9945308,0.00002544925,0.003851656,0.00006337828,0.0003128873,0.00005178804,0.00000135404,0.00001654571,0.001146114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9115065,"threshold_uncertainty_score":0.9999766,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1898120623","doi":"10.1109/fuzzy.1997.616416","title":"Theoretic and genetic design of a three-rule fuzzy PI controller","year":2002,"lang":"en","type":"article","venue":"Proceedings of 6th International Fuzzy Systems Conference","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre For Cold Ocean Resources Engineering; Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Fuzzy control system; Fuzzy logic; PID controller; Nonlinear system; Controller (irrigation); Mathematics; Defuzzification; Computer science; Genetic algorithm; Fuzzy number; Mathematical optimization; Fuzzy set; Control engineering; Engineering; Control (management); Artificial intelligence; Temperature control","authors":[{"name":"Bao-Gang Hu","is_ca":true},{"name":"George K. I. Mann","is_ca":true},{"name":"Raymond G. Gosine","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03168362081854062,"gpt":0.2159944911542359,"spread":0.1843108703356952,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004796229,0.0002536286,0.0005526404,0.0002251393,0.00006406375,0.0002440534,0.001332379,0.0001181768,0.0000151272],"category_scores_gemma":[0.0001879977,0.000212319,0.00008605322,0.0002152704,0.0001979271,0.0004636424,0.0002220447,0.0001317951,0.00002179315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003952169,"about_ca_system_score_gemma":0.00003784437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000985088,"about_ca_topic_score_gemma":9.666992e-7,"domain_scores_codex":[0.9976477,0.00003318995,0.0007938801,0.0005052751,0.000724095,0.0002958276],"domain_scores_gemma":[0.9976239,0.0001984981,0.0006595864,0.0001739454,0.001219164,0.0001249565],"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":[0.00005221384,0.00009953878,0.009757807,0.0002393561,0.0001620259,0.000004569389,0.0006767383,0.0001691548,0.01333262,0.9700586,0.0004520235,0.004995311],"study_design_scores_gemma":[0.00427005,0.0008793112,0.01026806,0.001104564,0.00008022735,0.0003842197,0.000585041,0.7561048,0.00133721,0.2237225,0.0004050328,0.000858948],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2247956,0.008471869,0.4284138,0.002711821,0.002846554,0.003682642,0.00005917924,0.0004229093,0.3285956],"genre_scores_gemma":[0.9951585,0.0001422522,0.003939193,0.00004056364,0.0001229087,0.0001117443,4.549629e-7,0.00001313032,0.0004712849],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7703629,"threshold_uncertainty_score":0.8658119,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}