{"id":"W76726555","doi":"","title":"Exam Question Recommender System","year":2005,"lang":"en","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Recommender system; Computer science; Heuristic; Test (biology); Function (biology); World Wide Web; Order (exchange); Feature (linguistics); Information retrieval; Multimedia; Artificial intelligence","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":[0.002103974,0.0007003152,0.001993717,0.001744871,0.0009558575,0.001906985,0.001962032,0.002493699,0.01217689],"category_scores_gemma":[0.006800211,0.0004207645,0.001227802,0.001424506,0.000208864,0.001566983,0.0006922524,0.001253522,0.01091283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006345949,"about_ca_system_score_gemma":0.0009583616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01872975,"about_ca_topic_score_gemma":0.02428211,"domain_scores_codex":[0.9987566,0.0003920616,0.0001294507,0.0002914437,0.00033178,0.00009858486],"domain_scores_gemma":[0.9956775,0.001303007,0.0001611436,0.0006689167,0.001975575,0.0002137999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008023299,0.0008233175,0.02006056,0.0009171567,0.0005678946,0.000665243,0.0003416304,0.03574609,0.01466476,0.01026488,0.1197638,0.7953823],"study_design_scores_gemma":[0.000331708,0.000619981,0.01233254,0.0001213373,0.0006086353,0.001184335,0.0003226101,0.8290219,0.01287197,0.005855921,0.136528,0.0002011824],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09323128,0.006031963,0.8083797,0.003838713,0.001474425,0.002282872,0.01100462,0.02045694,0.05329955],"genre_scores_gemma":[0.4453297,0.002909217,0.4558001,0.001303181,0.0007216565,0.0008030704,0.01367492,0.0003013594,0.0791567],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01872975,"threshold_uncertainty_score":0.04073578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01617247115543423,"score_gpt":0.2519689888982987,"score_spread":0.2357965177428644,"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."}}