{"id":"W4388094030","doi":"10.18280/ts.400509","title":"Attributed Graph Convolutional Network for Enhanced Social Recommendation Through Hybrid Feedback Integration","year":2023,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Fujian Province","keywords":"Computer science; Graph; Theoretical computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004319569,0.0007430239,0.0007191138,0.0005676172,0.0002957566,0.0006645217,0.001637489,0.001071155,0.002154673],"category_scores_gemma":[0.001323126,0.0004115602,0.0007056574,0.0007887956,0.000455434,0.001042885,0.0009446776,0.001138098,0.0006374636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001089234,"about_ca_system_score_gemma":0.000909454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02214157,"about_ca_topic_score_gemma":0.03000321,"domain_scores_codex":[0.9997891,0.00003583379,0.000008829346,0.00006360647,0.00005968122,0.00004300834],"domain_scores_gemma":[0.9997236,0.0001033682,0.00003152004,0.00003820973,0.0000788778,0.00002448998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001416448,0.0001106149,0.001569125,0.00009469597,0.0001088809,0.0001603045,0.00008875204,0.8238668,0.007773768,0.01705904,0.00410166,0.1449246],"study_design_scores_gemma":[0.000002112036,0.000008646252,0.00006963514,0.000002322531,0.000006409424,0.000007220921,0.000001821137,0.9978829,0.0003709136,0.001384951,0.0002602674,0.000002842399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04923943,0.0008222118,0.9427372,0.000457809,0.0001093575,0.00004080971,0.0003052747,0.001682099,0.004605802],"genre_scores_gemma":[0.8560072,0.0006594824,0.1260265,0.0003391025,0.00006979799,0.0001315556,0.0008016194,0.0001269917,0.01583779],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02214157,"threshold_uncertainty_score":0.04402542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05195690333796481,"score_gpt":0.2890453811455831,"score_spread":0.2370884778076183,"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."}}