{"id":"W4396832936","doi":"10.1145/3613905.3636316","title":"Computational Methodologies for Understanding, Automating, and Evaluating User Interfaces","year":2024,"lang":"en","type":"article","venue":"","topic":"Multimodal Machine Learning Applications","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Engineering and Physical Sciences Research Council","keywords":"Computer science; Domain (mathematical analysis); Human–computer interaction; Field (mathematics); User interface; Data science; Interface (matter); Modeling language; Software engineering; Programming language; Software","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":[0.01853577,0.003004953,0.002793575,0.006740978,0.001494644,0.009732258,0.005814125,0.004695265,0.005872934],"category_scores_gemma":[0.1036577,0.002602177,0.003434848,0.005548462,0.005022027,0.008593258,0.004451495,0.003995863,0.001388968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005067585,"about_ca_system_score_gemma":0.004992549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008769238,"about_ca_topic_score_gemma":0.008137988,"domain_scores_codex":[0.9759615,0.01360943,0.002374135,0.002766854,0.004786516,0.0005015668],"domain_scores_gemma":[0.9094812,0.07315898,0.004796725,0.006991485,0.005056727,0.000514799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001230154,0.0003328906,0.002770491,0.001576371,0.0004577084,0.0001416142,0.0008754813,0.3538933,0.002458024,0.30007,0.004371185,0.3329298],"study_design_scores_gemma":[0.00003961857,0.000064408,0.0005810751,0.0001667821,0.00006847048,0.00008122786,0.0001949267,0.7389847,0.00139214,0.2538425,0.004537744,0.00004630157],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001864471,0.0006493036,0.9946727,0.0004596543,0.0000246963,0.0001750938,0.0001110534,0.0004064866,0.001636558],"genre_scores_gemma":[0.05146322,0.000601824,0.946094,0.0001380668,0.00004734782,0.0007519586,0.0002864016,0.0001426652,0.0004744911],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01853577,"threshold_uncertainty_score":0.09802771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2243496639339273,"score_gpt":0.4633460451970769,"score_spread":0.2389963812631496,"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."}}