{"id":"W2906282238","doi":"10.2316/j.2019.201-2968","title":"RESEARCH AND DESIGN OF INTELLIGENT LEARNING SYSTEM BASED ON RECOMMENDATION TECHNOLOGY","year":2018,"lang":"en","type":"article","venue":"Mechatronic systems and control","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Human–computer interaction; Systems engineering; Engineering","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":[0.0006387231,0.0003559637,0.0007091718,0.0006092974,0.0005298288,0.00120511,0.00125797,0.001012793,0.002523596],"category_scores_gemma":[0.001248096,0.000248925,0.0006736522,0.0005364078,0.0002346017,0.001819567,0.0002775542,0.0004438941,0.0007172303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005442454,"about_ca_system_score_gemma":0.000891289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004515317,"about_ca_topic_score_gemma":0.002496813,"domain_scores_codex":[0.9993533,0.0001422786,0.00005021791,0.0001868245,0.0001913876,0.0000758129],"domain_scores_gemma":[0.9994516,0.0001480814,0.00002664846,0.00006353638,0.0002702217,0.00003990467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006242396,0.0009685429,0.01202621,0.0008501552,0.0003801973,0.0005197549,0.0003926332,0.09935443,0.07733856,0.03128246,0.009355887,0.766907],"study_design_scores_gemma":[0.00009131032,0.0005743025,0.00393209,0.00003968426,0.0001992682,0.0003922303,0.0001388865,0.9545634,0.02460975,0.004043065,0.01137002,0.00004592383],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09071084,0.002288278,0.8926215,0.0006177753,0.0002608593,0.0003393291,0.0001186336,0.001562729,0.01148008],"genre_scores_gemma":[0.7330708,0.001854598,0.251309,0.00026305,0.0001337496,0.0003067074,0.0003121226,0.00006117235,0.01268881],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004515317,"threshold_uncertainty_score":0.008978069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04119672003234803,"score_gpt":0.3257141770831665,"score_spread":0.2845174570508185,"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."}}