{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004806503,0.0007172693,0.001031262,0.004658359,0.0003618539,0.001545964,0.001304241,0.00145606,0.004031911],"category_scores_gemma":[0.01582714,0.0004480866,0.000892111,0.002854084,0.0005140508,0.002643362,0.001250692,0.001056986,0.00202678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007070053,"about_ca_system_score_gemma":0.001965813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001521363,"about_ca_topic_score_gemma":0.003011062,"domain_scores_codex":[0.9965231,0.001253114,0.0004241226,0.0003081509,0.001305087,0.0001864669],"domain_scores_gemma":[0.9882063,0.008525916,0.0005924806,0.0003350987,0.002168845,0.0001712865],"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":[0.00005543874,0.00008560486,0.0004951507,0.02120799,0.00006846312,0.00004848872,0.0002941832,0.0001317104,0.0009318993,0.001610236,0.00468697,0.9703838],"study_design_scores_gemma":[0.0001286667,0.001093166,0.01334254,0.05774559,0.0008190335,0.002216026,0.001094338,0.0008757299,0.004514598,0.005463695,0.9125995,0.0001071613],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002128296,0.9861358,0.00427328,0.0005078324,0.0001734489,0.0001370261,0.00004159072,0.00007056606,0.006532097],"genre_scores_gemma":[0.01670505,0.9731039,0.00719015,0.0006179878,0.0001766808,0.0002311572,0.0001140759,0.00002028953,0.001840726],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004806503,"threshold_uncertainty_score":0.02541953,"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."}}