{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004474002,0.002200979,0.003080932,0.003649229,0.002545777,0.008213006,0.0023875,0.006237188,0.08246364],"category_scores_gemma":[0.02424289,0.0007802314,0.001712074,0.003153778,0.00132578,0.006931748,0.002290692,0.01223871,0.05128833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002652627,"about_ca_system_score_gemma":0.002416942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002236519,"about_ca_topic_score_gemma":0.003233021,"domain_scores_codex":[0.9972754,0.0005320204,0.0002568475,0.0006059493,0.001137071,0.000192671],"domain_scores_gemma":[0.9767819,0.009514622,0.000945766,0.001288293,0.009048874,0.002420588],"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":[0.000009130217,0.00001308915,0.00002109286,0.00007306915,0.000004971797,0.00001339,0.000008101902,0.00004290364,0.00003427728,0.001093621,0.9903593,0.00832696],"study_design_scores_gemma":[0.0000170957,0.00004662761,0.00043353,0.0003360104,0.00001828398,0.00009096522,0.00004518476,0.0004686645,0.00007849122,0.008212238,0.9902266,0.00002617416],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000121894,0.01853193,0.003172115,0.05074872,0.9154379,0.00005794477,0.0003502936,0.0001449335,0.01143416],"genre_scores_gemma":[0.001082598,0.01180002,0.001106437,0.0132784,0.918529,0.00008752118,0.0005593922,0.0002844229,0.05327225],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.08246364,"threshold_uncertainty_score":0.2758684,"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."}}