{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001580148,0.0003778092,0.0003903752,0.00006571165,0.00011277,0.0001587453,0.001086707,0.0003028607,0.00005878678],"category_scores_gemma":[0.000009630819,0.0003566523,0.0002517157,0.00001420661,0.00003919017,0.00008062397,0.0003938929,0.0003291475,0.001749204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001725238,"about_ca_system_score_gemma":0.0001193346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001684574,"about_ca_topic_score_gemma":0.00001379378,"domain_scores_codex":[0.9983137,0.00002179712,0.0003383966,0.0005998908,0.0003766738,0.0003495652],"domain_scores_gemma":[0.9986886,0.00002070675,0.0002498886,0.0007703251,0.000130876,0.0001395356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001953315,0.000002384917,0.000004568197,0.00001332709,0.00005843561,0.0001006745,0.0001003691,0.000001294782,0.000004528589,0.9818197,0.001077711,0.01681507],"study_design_scores_gemma":[0.00005078732,0.00006258566,0.000009182895,0.0001874199,0.00001358227,0.00005227837,0.000001423714,0.00001441485,0.00006441606,0.3756557,0.6235513,0.0003369287],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001676339,0.0003584443,0.1355218,0.0000161226,0.001358843,0.0001526592,0.000008214235,0.0002829311,0.8622994],"genre_scores_gemma":[0.01373335,0.000003092839,0.004874207,0.0002054774,0.000433933,0.000007254118,5.059455e-7,0.00003187289,0.9807103],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6224736,"threshold_uncertainty_score":0.9998885,"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."}}