{"id":"W3205287456","doi":"10.1145/3472749.3474796","title":"Umitation: Retargeting UI Behavior Examples for Website Design","year":2021,"lang":"en","type":"article","venue":"","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Retargeting; Computer science; Human–computer interaction; Interface (matter); World Wide Web; Interface design; User interface; Front (military); Multimedia; Visualization; Artificial intelligence; Programming language; Engineering","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":[0.007213346,0.001650593,0.0006491511,0.002005675,0.0007304671,0.001965354,0.002705712,0.001793314,0.008926676],"category_scores_gemma":[0.06070679,0.0009610833,0.00097927,0.0007951637,0.001151451,0.004602198,0.005597593,0.001610185,0.003734828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006556982,"about_ca_system_score_gemma":0.0008442939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008007338,"about_ca_topic_score_gemma":0.001894809,"domain_scores_codex":[0.9944183,0.002838557,0.0005168489,0.0009697053,0.001018847,0.0002377617],"domain_scores_gemma":[0.9587346,0.02577803,0.002170064,0.0094567,0.003191285,0.0006692187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001001305,0.0008747646,0.01025089,0.004048678,0.0001337856,0.001287978,0.04511876,0.002959255,0.0960739,0.009991555,0.04849796,0.7797612],"study_design_scores_gemma":[0.0004280367,0.001823704,0.02460915,0.003171751,0.0004478349,0.003859691,0.00911924,0.08300114,0.176468,0.03472724,0.6614457,0.0008985285],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07135817,0.0009649431,0.812406,0.0008842491,0.0003183441,0.001422466,0.001229063,0.09812138,0.01329526],"genre_scores_gemma":[0.2230285,0.0003735144,0.752865,0.0009291734,0.00006938813,0.001702225,0.001942772,0.009825294,0.009264102],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008926676,"threshold_uncertainty_score":0.03814822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158114268115947,"score_gpt":0.3002976157727384,"score_spread":0.1844861889611437,"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."}}