{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005759238,0.001462776,0.0007914896,0.001317878,0.001475649,0.005396363,0.001447132,0.001618691,0.1215112],"category_scores_gemma":[0.002830647,0.0009329515,0.0006890928,0.002670277,0.0006576474,0.005793137,0.002719274,0.004384896,0.1300824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001137016,"about_ca_system_score_gemma":0.0012295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002507935,"about_ca_topic_score_gemma":0.003441139,"domain_scores_codex":[0.9992121,0.00009814267,0.00003735392,0.0001229143,0.0004467444,0.00008253256],"domain_scores_gemma":[0.9991743,0.0001631406,0.00003721086,0.0001122264,0.0003622994,0.0001507968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000181857,0.0000397652,0.00006410667,0.000253264,0.000004658554,0.00004887477,0.0005324197,0.0001731874,0.001001681,0.006222949,0.807553,0.1840879],"study_design_scores_gemma":[0.000002843072,0.00001140525,0.0001923888,0.0002415233,0.000003597718,0.0001890124,0.00007845413,0.000135068,0.0003195671,0.00225641,0.9965574,0.00001257197],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002704981,0.07613937,0.1318687,0.01279716,0.02222695,0.0008672053,0.003191592,0.04440969,0.7057943],"genre_scores_gemma":[0.009040351,0.04440268,0.04391132,0.006051843,0.005100979,0.0007105895,0.004457394,0.01804823,0.8682765],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1215112,"threshold_uncertainty_score":0.4064955,"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."}}