{"id":"W4400396910","doi":"10.1145/3640794.3665881","title":"You Today, Better Tomorrow: Envisioning the Role of Conversation in Recommender Systems of the Future","year":2024,"lang":"en","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Conversation; Recommender system; Computer science; World Wide Web; Data science; Sociology; Communication","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":[0.0006544964,0.00008334777,0.0001377232,0.00007720881,0.00003598016,0.00009097678,0.0006229082,0.00006249886,0.00001498412],"category_scores_gemma":[0.000004927066,0.00004048277,0.00007386683,0.000334084,0.00002101691,0.0002319658,0.0002017608,0.0001431928,0.000002762327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000319767,"about_ca_system_score_gemma":0.00002915329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006148191,"about_ca_topic_score_gemma":0.00005024068,"domain_scores_codex":[0.9990191,0.0001620282,0.0003294529,0.000177955,0.0001998377,0.0001116241],"domain_scores_gemma":[0.9992602,0.0001127249,0.00009362946,0.0004860383,0.00003372566,0.00001369402],"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":[0.000005457598,0.00008332637,0.03154974,0.0002957363,0.0001025233,0.000003607913,0.01943718,0.00009511624,0.005382798,0.6156773,0.03138659,0.2959806],"study_design_scores_gemma":[0.0005420915,0.0002066804,0.01695523,0.001600208,0.00003150904,0.00007340519,0.01402648,0.3717608,0.1100777,0.03089212,0.4532364,0.0005972906],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1650065,0.01982175,0.6125922,0.1137561,0.01511913,0.003698276,0.00002122741,0.000932369,0.06905248],"genre_scores_gemma":[0.9983791,0.0000269118,0.001158235,0.0001655763,0.00008623739,0.00002004039,4.952012e-7,0.000005580871,0.0001578162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8333725,"threshold_uncertainty_score":0.1650839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00780519873744743,"score_gpt":0.2220165736350551,"score_spread":0.2142113748976077,"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."}}