{"id":"W1483349083","doi":"10.21432/t2903x","title":"Intelligent Tutoring Systems: A Review for Beginners","year":2009,"lang":"fr","type":"review","venue":"Canadian Journal of Learning and Technology","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Mathematics education; Computer-Assisted Instruction; Teaching method; Instructional design; Multimedia; Human–computer interaction; Psychology","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":[0.002167141,0.001247247,0.003524428,0.004186156,0.0003961399,0.001774359,0.002062868,0.002741458,0.004384224],"category_scores_gemma":[0.0044839,0.0005344012,0.001002368,0.004686144,0.0008197395,0.002458984,0.001187106,0.001961644,0.002098137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001423575,"about_ca_system_score_gemma":0.00354586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00484215,"about_ca_topic_score_gemma":0.01019737,"domain_scores_codex":[0.9993827,0.0000929353,0.0001589069,0.0001079256,0.0002204944,0.00003688495],"domain_scores_gemma":[0.996265,0.002015807,0.0004279179,0.00006418153,0.001009406,0.0002177232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001385285,0.00008082148,0.0003337514,0.04413432,0.0002184296,0.0001443575,0.00008073242,0.0002023826,0.0005161421,0.001092109,0.0752673,0.8777911],"study_design_scores_gemma":[0.00009845035,0.0002279532,0.001930919,0.03397708,0.0009135494,0.0008795093,0.0001576458,0.0001398385,0.0003717813,0.001188144,0.9600703,0.00004492588],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004020678,0.9992292,0.00006976215,0.0003013016,0.0001933831,0.00000552217,0.00001939539,0.000004476145,0.0001368506],"genre_scores_gemma":[0.0003054346,0.9986734,0.0002116689,0.0003658183,0.0001879173,0.00001007512,0.00002577445,0.000001723515,0.0002182146],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00484215,"threshold_uncertainty_score":0.01466668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04902978972725515,"score_gpt":0.3007384680700637,"score_spread":0.2517086783428085,"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."}}