{"id":"W1991591286","doi":"10.1145/501158.501176","title":"Recommending or persuading?","year":2001,"lang":"en","type":"article","venue":"","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Preference; Product (mathematics); Computer science; Recommender system; Feature (linguistics); Property (philosophy); Inclusion (mineral); Affect (linguistics); Human–computer interaction; Software agent; World Wide Web; Artificial intelligence; Psychology; Microeconomics","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":[0.00274836,0.0005314174,0.0004278924,0.0007588812,0.0005288442,0.001999279,0.0006349034,0.001778271,0.01402526],"category_scores_gemma":[0.02424652,0.0002187858,0.0002629456,0.000721153,0.0009373628,0.003397355,0.0004519086,0.0009299882,0.004888678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003414298,"about_ca_system_score_gemma":0.0003600096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001467661,"about_ca_topic_score_gemma":0.001397936,"domain_scores_codex":[0.9982966,0.0008931078,0.00006825199,0.000330386,0.0003236844,0.00008797139],"domain_scores_gemma":[0.99277,0.005073617,0.0004886556,0.0007311166,0.000698595,0.0002379556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004556831,0.0004820175,0.0282895,0.0009196369,0.0002610295,0.0004002072,0.0050089,0.005756519,0.005472483,0.1651963,0.03542276,0.7523349],"study_design_scores_gemma":[0.0003582984,0.001003242,0.02039509,0.0006366947,0.0005355095,0.002369725,0.007774287,0.09714645,0.01239788,0.3202641,0.5368688,0.0002499909],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2391114,0.007302053,0.3001775,0.03669437,0.001914867,0.0004779274,0.0005692116,0.002120814,0.4116319],"genre_scores_gemma":[0.9106756,0.002214905,0.05330451,0.00262538,0.0007121491,0.0001500959,0.0002316805,0.0001140251,0.02997164],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01402526,"threshold_uncertainty_score":0.04691923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0527873319318871,"score_gpt":0.2752694230042565,"score_spread":0.2224820910723694,"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."}}