{"id":"W2095407652","doi":"10.1145/1357054.1357251","title":"Evaluation of a role-based approach for customizing a complex development environment","year":2008,"lang":"en","type":"article","venue":"","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of British Columbia","funders":"","keywords":"Personalization; Computer science; Presentation (obstetrics); Software engineering; Software; Human–computer interaction; Work (physics); Data science; Process management; World Wide Web; 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":[0.01898013,0.0009189082,0.000398255,0.0007766955,0.0008501703,0.002356603,0.002416785,0.001250277,0.002208027],"category_scores_gemma":[0.05464192,0.0005519983,0.0004130412,0.0003831044,0.00142306,0.002812332,0.002509509,0.001144665,0.00039585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002175705,"about_ca_system_score_gemma":0.001978184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002596965,"about_ca_topic_score_gemma":0.003651895,"domain_scores_codex":[0.9857754,0.009474522,0.0008531315,0.0009150322,0.002415972,0.0005659969],"domain_scores_gemma":[0.9406146,0.04163478,0.002225996,0.006719253,0.005705368,0.00309994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007598384,0.02019058,0.04482235,0.003336942,0.0002292936,0.001880045,0.08360137,0.02872103,0.1228666,0.01358619,0.004973433,0.6681938],"study_design_scores_gemma":[0.007239501,0.07344861,0.1651706,0.002014755,0.001392816,0.003801018,0.0582561,0.4092586,0.1423804,0.0122875,0.1235691,0.001180931],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9489818,0.00008045749,0.04346049,0.0002460438,0.00002353338,0.001236034,0.00003416917,0.0007963697,0.00514108],"genre_scores_gemma":[0.900858,0.000103714,0.09554756,0.0001398639,0.000007922051,0.0007607272,0.00007851834,0.0001620733,0.002341512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01898013,"threshold_uncertainty_score":0.1003777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1978183268536565,"score_gpt":0.2857403317094995,"score_spread":0.087922004855843,"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."}}