{"id":"W2043287638","doi":"10.1504/ijkwi.2010.034187","title":"Strategy-centred modelling for better understanding of learning/instructional theories","year":2010,"lang":"en","type":"article","venue":"International Journal of Knowledge and Web Intelligence","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université TÉLUQ; Université du Québec à Montréal","funders":"","keywords":"Computer science; Human–computer interaction; Instructional design; Multimedia; Mathematics education; Psychology","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":[0.003027989,0.001424199,0.001282694,0.002140113,0.0007213909,0.00466084,0.003221574,0.002721904,0.0129301],"category_scores_gemma":[0.005440707,0.0007414663,0.002744145,0.001891692,0.003209046,0.007462896,0.002514543,0.003614836,0.002750083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002209398,"about_ca_system_score_gemma":0.002896011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003611444,"about_ca_topic_score_gemma":0.004520262,"domain_scores_codex":[0.9987608,0.0006688841,0.00008874405,0.0001326257,0.0002657384,0.00008325133],"domain_scores_gemma":[0.9977682,0.001173835,0.0001760993,0.0005657454,0.0001974194,0.0001186758],"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":[0.00001727373,0.00004033634,0.0002148138,0.0001593664,0.00002573068,0.0000801664,0.0006649414,0.03225657,0.0007054028,0.9528572,0.0008038839,0.01217427],"study_design_scores_gemma":[0.00003607042,0.00003251135,0.0001253348,0.0001015618,0.00002922886,0.00006094357,0.0001385017,0.1729198,0.0005387323,0.8071957,0.018798,0.00002374239],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005911128,0.0006776318,0.9655687,0.001858857,0.0001006381,0.0001346769,0.0001579718,0.0004201178,0.02517031],"genre_scores_gemma":[0.2623779,0.001666337,0.7248575,0.0004528276,0.0001334586,0.0007890747,0.0004941816,0.000317744,0.008911006],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0129301,"threshold_uncertainty_score":0.04325545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05148032646491221,"score_gpt":0.2899835092673244,"score_spread":0.2385031828024121,"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."}}