{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005625237,0.000100463,0.0001233483,0.00003146598,0.0001452347,0.0002448685,0.0004027685,0.00005383995,0.0001474627],"category_scores_gemma":[0.000237802,0.00009540247,0.00007976696,0.0002076975,0.00002128369,0.0004473042,0.000100253,0.00006499477,0.00007526247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002616966,"about_ca_system_score_gemma":0.0001017599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000817332,"about_ca_topic_score_gemma":0.00001460373,"domain_scores_codex":[0.9988751,0.0001282824,0.0002126066,0.0004010394,0.0001552067,0.0002277091],"domain_scores_gemma":[0.9986192,0.0005763614,0.00004278621,0.000437985,0.0002607847,0.00006290827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001071791,0.001458833,0.0123324,0.0002867191,0.0001764239,0.0001822171,0.01122721,0.002686299,0.2664623,0.4278849,0.08177301,0.1954225],"study_design_scores_gemma":[0.001004613,0.0004160443,0.008188554,0.0000493663,0.00005801416,0.00006696791,0.0005350261,0.1199519,0.7987449,0.02609042,0.04411381,0.0007803654],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01204823,0.0001147588,0.9850711,0.001232597,0.0002833989,0.0002667266,0.000002298748,0.000178925,0.0008019543],"genre_scores_gemma":[0.1913803,0.000003498339,0.8056297,0.0004361366,0.00004746367,0.0001020754,0.000005026433,0.000007568474,0.002388239],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5322826,"threshold_uncertainty_score":0.38904,"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."}}