{"id":"W2501202917","doi":"10.4018/978-1-61350-489-5.ch002","title":"Metis","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metis; Recommender system; Computer science; Order (exchange); World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005862628,0.001167742,0.0007620876,0.002225396,0.001119,0.004613523,0.001951873,0.002259287,0.4068618],"category_scores_gemma":[0.002185352,0.0005288636,0.0007654155,0.002971009,0.0003730438,0.005061506,0.002878807,0.00150973,0.3237214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00121395,"about_ca_system_score_gemma":0.001074294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001518499,"about_ca_topic_score_gemma":0.003113272,"domain_scores_codex":[0.9991913,0.000111153,0.00006247331,0.000177491,0.0003801678,0.00007734475],"domain_scores_gemma":[0.9992535,0.0001386254,0.00005417836,0.0001664424,0.0002550099,0.000132226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009730827,0.0000701995,0.0003178325,0.0007863306,0.00001720946,0.0001763563,0.0002852063,0.0004450747,0.002297022,0.06723156,0.4794131,0.4488629],"study_design_scores_gemma":[0.000004477962,0.00001179887,0.0001015683,0.00005849893,0.000002826182,0.000147994,0.00002811096,0.0001982429,0.0003361107,0.002660472,0.9964443,0.000005640994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001677237,0.006563629,0.03416433,0.002406281,0.001973312,0.0002663763,0.005951119,0.01021957,0.9367781],"genre_scores_gemma":[0.009654349,0.004793907,0.02450442,0.001043046,0.0004589368,0.0002283819,0.007871745,0.002105732,0.9493395],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4068618,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03503948380424797,"score_gpt":0.2391574058477825,"score_spread":0.2041179220435345,"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."}}