{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"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":"adb7a0a900bb","filters":{"venue":"2006 International Conference on Hybrid Information Technology"}},"results":[{"id":"W3151062543","doi":"10.1109/ichit.2006.253605","title":"Consumer Modelling in Support of Interface Design","year":2006,"lang":"en","type":"article","venue":"2006 International Conference on Hybrid Information Technology","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Computer science; Personalization; Human–computer interaction; Focus (optics); Interface (matter); User interface; Set (abstract data type); Task (project management); User interface design; Decision support system; User experience design; World Wide Web; Artificial intelligence; Engineering; Systems engineering","authors":[{"name":"Timothy Maciag","is_ca":true},{"name":"Dominik Ślȩzak","is_ca":true},{"name":"Daryl H. Hepting","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03206154816363852,"gpt":0.2564987557911473,"spread":0.2244372076275088,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006193612,0.00088157,0.0007258443,0.00128543,0.000896126,0.00474201,0.002381375,0.002495145,0.00983643],"category_scores_gemma":[0.02547866,0.0007837024,0.001312151,0.00113893,0.001334111,0.004535279,0.001962347,0.001544748,0.002057046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001773418,"about_ca_system_score_gemma":0.001459678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004946566,"about_ca_topic_score_gemma":0.002825466,"domain_scores_codex":[0.9923483,0.00455511,0.0003700568,0.000446404,0.002079183,0.0002009293],"domain_scores_gemma":[0.9891232,0.00741015,0.000381309,0.001278183,0.001664016,0.0001431792],"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":[0.0009067767,0.0005035974,0.007142752,0.001259994,0.0001808664,0.0008375883,0.01676237,0.1935253,0.01560354,0.4871301,0.01165536,0.2644916],"study_design_scores_gemma":[0.0001199078,0.0002534942,0.001287027,0.0002108851,0.00009403756,0.0003204614,0.001255952,0.8278694,0.005963846,0.1106875,0.05184238,0.00009516383],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03040441,0.0003464015,0.9432456,0.001586616,0.00005933834,0.0004103422,0.0001560936,0.0009210209,0.02287021],"genre_scores_gemma":[0.4655972,0.000546261,0.5221921,0.0002495333,0.00003066759,0.0007539242,0.000418842,0.000219945,0.009991595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00983643,"threshold_uncertainty_score":0.03290617,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}