{"id":"W3186739292","doi":"10.3390/informatics8030049","title":"Fashion Recommendation Systems, Models and Methods: A Review","year":2021,"lang":"en","type":"review","venue":"Informatics","topic":"Generative Adversarial Networks and Image Synthesis","field":"Computer Science","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Recommender system; Computer science; sort; Product (mathematics); Collaborative filtering; Order (exchange); Fashion industry; Data science; Artificial intelligence; Clothing; World Wide Web; Information retrieval; Business","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":[0.001632339,0.001102129,0.001706497,0.002520207,0.0004624658,0.001564737,0.001485784,0.001664827,0.005239269],"category_scores_gemma":[0.004048023,0.000667904,0.001000976,0.004595434,0.0005082253,0.002551049,0.0006025887,0.001435385,0.003168603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009158031,"about_ca_system_score_gemma":0.001864762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006371339,"about_ca_topic_score_gemma":0.005670411,"domain_scores_codex":[0.9993364,0.0001519593,0.00009367371,0.0001425165,0.0002363029,0.00003913106],"domain_scores_gemma":[0.9975218,0.001821962,0.00009680517,0.00007735202,0.0004441832,0.00003795507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004161906,0.00009787342,0.0005475631,0.01066171,0.000142709,0.00006701016,0.0000796985,0.003284029,0.0003534003,0.01123577,0.02659216,0.9468965],"study_design_scores_gemma":[0.00003395813,0.0002563457,0.002461954,0.01085386,0.0005990228,0.001069602,0.0002442964,0.01230338,0.0008841619,0.02314958,0.9480189,0.0001248326],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003949416,0.9886045,0.006960505,0.0006519319,0.0002864588,0.00002573099,0.00008309464,0.00005613801,0.002936738],"genre_scores_gemma":[0.004454177,0.9862043,0.006982281,0.0002907261,0.0004719999,0.0000397004,0.0001908498,0.00001325756,0.001352643],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006371339,"threshold_uncertainty_score":0.0175271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1043250772420445,"score_gpt":0.3872230624257308,"score_spread":0.2828979851836864,"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."}}