{"id":"W4395451565","doi":"10.18280/isi.290216","title":"Hybrid Recommender System for Personalized Pedagogical Resource Recommendations in E-Learning Platforms","year":2024,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Recommender system; Computer science; Resource (disambiguation); World Wide Web; Multimedia; Human–computer interaction; Computer network","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":[0.001490963,0.000874481,0.001428933,0.001744166,0.001048641,0.001386801,0.001658001,0.001679943,0.003165013],"category_scores_gemma":[0.002787013,0.0005347191,0.001228084,0.001523997,0.000187866,0.002047384,0.0007853515,0.001023332,0.002902998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000625536,"about_ca_system_score_gemma":0.001074936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02039313,"about_ca_topic_score_gemma":0.0296388,"domain_scores_codex":[0.9986772,0.0002745263,0.0001468474,0.0003604183,0.0004153098,0.0001257696],"domain_scores_gemma":[0.9986157,0.0003407186,0.00009046984,0.0002118635,0.0006559741,0.0000852823],"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":[0.0010462,0.001149805,0.01926847,0.0008538925,0.0008182462,0.001053141,0.0005058591,0.06974206,0.04143297,0.00606828,0.03409766,0.8239635],"study_design_scores_gemma":[0.0001444033,0.0005304579,0.006265645,0.000094704,0.000378895,0.0007364208,0.0001710262,0.9552019,0.01189838,0.002673102,0.02174642,0.0001586555],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1131223,0.004707513,0.854735,0.00132015,0.0006653277,0.0007416556,0.001647723,0.0101977,0.01286266],"genre_scores_gemma":[0.597109,0.002342442,0.3762884,0.0006794412,0.0002851191,0.0004710679,0.002080535,0.0001335499,0.02061044],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02039313,"threshold_uncertainty_score":0.04054886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04972689750176638,"score_gpt":0.2977392388575792,"score_spread":0.2480123413558128,"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."}}