{"id":"W2139266672","doi":"","title":"Learning Design Based on Graphical Knowledge-Modelling.","year":2006,"lang":"en","type":"article","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec","funders":"","keywords":"Computer science; Learning sciences; Abstraction; Knowledge integration; Instructional design; Human–computer interaction; Engineering design process; Process (computing); Collaborative learning; Active learning (machine learning); Knowledge engineering; Knowledge management; Experiential learning; Software engineering; Artificial intelligence; Engineering; Multimedia; Mathematics education; Programming language","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":[0.004808164,0.001135443,0.0007116436,0.001954887,0.001462859,0.008509082,0.002981978,0.002891067,0.01702187],"category_scores_gemma":[0.01072324,0.001083109,0.00252203,0.001682937,0.005315242,0.009273725,0.005505939,0.003106664,0.005550757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002627408,"about_ca_system_score_gemma":0.00264234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003004443,"about_ca_topic_score_gemma":0.003458527,"domain_scores_codex":[0.9953768,0.002212394,0.000413391,0.0006050161,0.001194795,0.0001975496],"domain_scores_gemma":[0.9947856,0.002855551,0.0002480671,0.001457064,0.000448174,0.0002055256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001824835,0.00002649449,0.0001460036,0.0002569312,0.00002252172,0.0001121801,0.001382238,0.008559315,0.0008331083,0.9487446,0.003408947,0.03648947],"study_design_scores_gemma":[0.00002207077,0.00003351145,0.0001121111,0.0003814701,0.00003775166,0.0003194303,0.0003363322,0.03731599,0.002167883,0.705325,0.2539111,0.00003726725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001009008,0.0004251265,0.9656608,0.0009410098,0.00009845356,0.0001243492,0.0001227293,0.0009547148,0.03066389],"genre_scores_gemma":[0.07324188,0.00134237,0.8955967,0.0003991055,0.00007920604,0.0005804071,0.0007390346,0.0005485968,0.02747276],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01702187,"threshold_uncertainty_score":0.05694383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02919577726246273,"score_gpt":0.268457023582271,"score_spread":0.2392612463198082,"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."}}