{"id":"W3185573030","doi":"10.1007/s11257-021-09297-5","title":"Preface to the special issue on fair, accountable, and transparent recommender systems","year":2021,"lang":"en","type":"article","venue":"User Modeling and User-Adapted Interaction","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Recommender system; Computer science; Internet privacy; World Wide Web","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":[],"consensus_categories":[],"category_scores_codex":[0.0003045753,0.0002045673,0.000232819,0.0001023025,0.0002587186,0.0006798112,0.0002508589,0.00009043697,0.00002031418],"category_scores_gemma":[0.00001554378,0.0001541955,0.0000443669,0.0001839192,0.00000645931,0.0006153884,0.0001221686,0.0002752639,0.00001668499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007910697,"about_ca_system_score_gemma":0.00002693997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006410755,"about_ca_topic_score_gemma":0.0002889419,"domain_scores_codex":[0.9985141,0.0001456375,0.000343957,0.0005290296,0.0002327768,0.0002345574],"domain_scores_gemma":[0.9991365,0.00007888616,0.00007918129,0.000463612,0.0001405741,0.0001012264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004291381,0.000808469,0.0007606117,0.0004399578,0.0005688521,0.00005376623,0.02834762,0.1711666,0.002461201,0.04244286,0.4274113,0.3251096],"study_design_scores_gemma":[0.0001958194,0.0001133727,0.00006125917,0.0002427269,0.00001272954,0.00005273151,0.001107404,0.5012315,0.00085667,0.0001074419,0.4958137,0.0002045938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0430729,0.0003926464,0.937596,0.009606094,0.00368876,0.0005194874,0.000009380174,0.0002829169,0.004831861],"genre_scores_gemma":[0.9926438,0.0004021042,0.003411786,0.00101239,0.001326359,0.00007012778,0.000007376945,0.00002209037,0.001103972],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9495709,"threshold_uncertainty_score":0.6555435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05792178262121358,"score_gpt":0.2954848536739236,"score_spread":0.23756307105271,"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."}}