{"id":"W1980581379","doi":"10.1108/02635570210445853","title":"An integrated framework for recommendation systems in e‐commerce","year":2002,"lang":"en","type":"article","venue":"Industrial Management & Data Systems","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Recommender system; Computer science; Product (mathematics); The Internet; E-commerce; Mobile commerce; World Wide Web; Architecture; Knowledge management","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002607714,0.0003405825,0.0005363987,0.0005031956,0.0001624007,0.00142731,0.003711077,0.0003564877,0.00002289361],"category_scores_gemma":[0.00009140893,0.0003184131,0.00005220949,0.0009540226,0.00002041738,0.002250572,0.0006598581,0.0004000168,0.00004203512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002339295,"about_ca_system_score_gemma":0.00001718775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002075513,"about_ca_topic_score_gemma":0.00003754821,"domain_scores_codex":[0.9962529,0.0006179229,0.001109519,0.001110393,0.0003572595,0.0005520252],"domain_scores_gemma":[0.9961262,0.0002651022,0.0004449911,0.002938913,0.00008000205,0.0001447697],"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":[0.00002719532,0.0004892044,0.0009464075,0.0002672952,0.0001730298,0.00002683496,0.0002768317,0.0002764888,0.00001168895,0.2877682,0.3112583,0.3984786],"study_design_scores_gemma":[0.0009013374,0.0001725664,0.00005087425,0.0005295904,0.00001845311,0.000009904095,0.0006406622,0.3528675,0.000004718821,0.0003419724,0.6440991,0.0003633116],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001956897,0.0002759278,0.9849817,0.001324988,0.006142566,0.003709993,0.0002336486,0.0006021091,0.002533337],"genre_scores_gemma":[0.9394566,0.0002191234,0.05344358,0.0003215026,0.001995226,0.001897311,0.001721427,0.00009548783,0.0008497528],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9392609,"threshold_uncertainty_score":0.9999268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2302829126612999,"score_gpt":0.337690331533979,"score_spread":0.1074074188726792,"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."}}