{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007054611,0.0005831504,0.0005259737,0.0009936179,0.002990432,0.006316127,0.001586705,0.003005839,0.002886058],"category_scores_gemma":[0.01180719,0.0007788363,0.001062863,0.0008342778,0.003516301,0.01147601,0.003364959,0.003058173,0.001071086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001643055,"about_ca_system_score_gemma":0.00183676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01219308,"about_ca_topic_score_gemma":0.01082603,"domain_scores_codex":[0.9965532,0.002588272,0.000112293,0.0003342684,0.0002433,0.0001687529],"domain_scores_gemma":[0.994244,0.003908301,0.0002623941,0.0005012006,0.0005495573,0.0005344164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002630509,0.0001081275,0.00672811,0.0004548463,0.0001117816,0.0007560041,0.03136581,0.02072629,0.002774766,0.811073,0.008908181,0.1167301],"study_design_scores_gemma":[0.00005764826,0.0001810008,0.001831177,0.0004139464,0.0001354637,0.0006501264,0.01090798,0.1802813,0.001003766,0.6747484,0.1296395,0.0001496829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07618511,0.013861,0.7899495,0.04600036,0.0008284403,0.0003230287,0.0003268036,0.0006778968,0.07184788],"genre_scores_gemma":[0.7586185,0.005753605,0.2242011,0.00166593,0.0004223439,0.0003419562,0.0002397071,0.00007401353,0.008682769],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01219308,"threshold_uncertainty_score":0.03730881,"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."}}