{"id":"W2226558675","doi":"","title":"Chapter 10: personalizing ubuntu: getting everything just right","year":2006,"lang":"en","type":"article","venue":"Linux journal","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009432642,0.00008014332,0.000111638,0.0001255064,0.001371214,0.0001535337,0.0004287826,0.0001273235,0.004497087],"category_scores_gemma":[0.0001818375,0.00007429441,0.00008363974,0.0001229184,0.0001826027,0.0002313994,0.00005786778,0.0004910165,0.0001819388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008786453,"about_ca_system_score_gemma":0.00007500014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005413333,"about_ca_topic_score_gemma":0.0006067562,"domain_scores_codex":[0.9989004,0.0001306092,0.000252142,0.0001076431,0.0003022772,0.0003069886],"domain_scores_gemma":[0.9993272,0.0001273983,0.000186239,0.0001522806,0.0001189837,0.00008784852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002139287,0.000156612,0.01453327,0.0000107241,0.00006094966,0.0001183899,0.03612006,0.00002325765,0.002104156,0.8544918,0.0165195,0.07583992],"study_design_scores_gemma":[0.0003871589,0.00001532627,0.001474309,0.00005210553,0.00001665475,0.00008172456,0.006055858,0.000502263,0.0001826412,0.01636189,0.9746631,0.0002069443],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2124622,0.001745501,0.001325308,0.03278029,0.001014422,0.0001434057,0.000001839013,0.0003090589,0.750218],"genre_scores_gemma":[0.9836272,0.0001523356,0.00840375,0.0003599603,0.001143741,0.000001959542,0.000001613898,0.00001082959,0.006298638],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9581437,"threshold_uncertainty_score":0.9999289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0346146278495715,"score_gpt":0.322811903242091,"score_spread":0.2881972753925195,"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."}}