{"id":"W1986841213","doi":"10.1145/2659796","title":"Supporting Novice to Expert Transitions in User Interfaces","year":2014,"lang":"en","type":"review","venue":"ACM Computing Surveys","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":179,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Royal Society Te Apārangi","keywords":"Computer science; Human–computer interaction; Focus (optics); User interface; Interface (matter); Task (project management); Vocabulary; Factor (programming language); User interface design; Multimedia; User experience design","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008098979,0.0006341123,0.001899337,0.0005137098,0.0001704782,0.0004495745,0.004772542,0.0003275583,0.00002874222],"category_scores_gemma":[0.001275901,0.0005957578,0.0003720366,0.001424376,0.00005035173,0.000315398,0.001399536,0.0007795359,0.0005081697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000196131,"about_ca_system_score_gemma":0.0002401032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003198356,"about_ca_topic_score_gemma":0.0003707302,"domain_scores_codex":[0.9922276,0.003592068,0.001546946,0.001354202,0.0003769688,0.0009021736],"domain_scores_gemma":[0.9946391,0.002329155,0.0004119941,0.002256828,0.0001478708,0.0002150544],"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":[7.923613e-7,0.00009062738,0.0000440452,0.001705845,0.0000403392,0.00001581621,0.002579835,0.0001517585,0.000002086093,0.0001919301,0.001086731,0.9940902],"study_design_scores_gemma":[0.0002034166,0.000161142,0.0001440801,0.01270324,0.00003901386,0.00005323805,0.00005680833,0.004084513,0.00002399108,0.0001948304,0.9811173,0.001218407],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.0002487802,0.3820803,0.6150909,0.0004891232,0.0008908912,0.0007088624,0.00001038316,0.0003281654,0.0001526174],"genre_scores_gemma":[0.03570925,0.6630166,0.2947825,0.003382366,0.001344734,0.0003130746,0.0001900644,0.0004535627,0.0008078255],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9928718,"threshold_uncertainty_score":0.9996494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0849931170347225,"score_gpt":0.3925779122126836,"score_spread":0.3075847951779611,"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."}}