{"id":"W123728723","doi":"10.4018/978-1-59140-989-2.ch121","title":"Portal for Artificial Intelligence in Education","year":2007,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"The Internet; Dissemination; Gateway (web page); World Wide Web; Computer science; Internet portal; Field (mathematics); Multimedia; Web intelligence; Knowledge management; Web development; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000384016,0.0003054058,0.0003163251,0.000170975,0.00008194067,0.0001579311,0.0006285128,0.0003078348,0.000009559869],"category_scores_gemma":[0.0000325387,0.0003256327,0.0001795779,0.00003535835,0.00003443947,0.00009058489,0.0001178982,0.0002842847,0.0001261305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003024563,"about_ca_system_score_gemma":0.000482848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001169278,"about_ca_topic_score_gemma":0.0001804976,"domain_scores_codex":[0.9981214,0.00001222746,0.0005971545,0.0005867664,0.000311404,0.0003710281],"domain_scores_gemma":[0.9989643,0.00005598872,0.0002774233,0.0004155153,0.0001890867,0.00009764771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007598121,0.00001141396,0.000004496335,0.00002260568,0.00001027252,0.00001805237,0.00009151921,0.000024154,0.000004272446,0.8110752,0.0001256633,0.1886047],"study_design_scores_gemma":[0.00003042938,0.0001087558,0.00001182204,0.0004637649,0.000009201549,0.0000397777,0.00004947598,0.0007540429,0.0001614853,0.8178105,0.1800971,0.0004636395],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001222761,0.0001855493,0.3786591,0.00002283662,0.001813963,0.0003689485,0.000006865625,0.00007207369,0.6188585],"genre_scores_gemma":[0.2112744,0.000007219305,0.05454042,0.0008564627,0.003739114,0.0001277295,0.00001502489,0.000113306,0.7293264],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3241186,"threshold_uncertainty_score":0.9999196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04945699111936691,"score_gpt":0.3063507021064761,"score_spread":0.2568937109871092,"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."}}