{"id":"W4296267043","doi":"10.1007/s42979-022-01328-1","title":"Context-Aware Interactive Knowledge-Based Recommendation","year":2022,"lang":"en","type":"article","venue":"SN Computer Science","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Recommender system; Computer science; Context (archaeology); Product (mathematics); Brick and mortar; Collaborative filtering; World Wide Web; General partnership; Business; The Internet","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":[0.0005727305,0.0007048868,0.001055239,0.001126235,0.0007938251,0.001366828,0.001602375,0.001501576,0.005744359],"category_scores_gemma":[0.003430973,0.0004980611,0.0006545666,0.001170273,0.0002745957,0.002314918,0.001687207,0.001096157,0.001667766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004758346,"about_ca_system_score_gemma":0.0006116676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01461619,"about_ca_topic_score_gemma":0.03528119,"domain_scores_codex":[0.9992412,0.000153323,0.00004518517,0.0001962874,0.0002717545,0.00009234351],"domain_scores_gemma":[0.9984961,0.0007740974,0.00006738896,0.0002353086,0.0003174699,0.0001097196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001906808,0.002397038,0.0132903,0.000750186,0.0006399918,0.001051684,0.001032941,0.1092436,0.04723518,0.01240484,0.02190611,0.7881413],"study_design_scores_gemma":[0.0001043737,0.0002946994,0.0050212,0.00006297635,0.000289428,0.000388326,0.0002854677,0.9654335,0.01028611,0.009480639,0.008274636,0.0000785768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2189947,0.004737575,0.7310258,0.0008944119,0.0004380493,0.0004088625,0.0009904959,0.007270148,0.03524011],"genre_scores_gemma":[0.883395,0.0006181318,0.1069071,0.0001607456,0.0001041193,0.00009085148,0.0005961644,0.0001023438,0.008025503],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01461619,"threshold_uncertainty_score":0.02906221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02448850643237393,"score_gpt":0.2867531336385342,"score_spread":0.2622646272061603,"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."}}