{"id":"W2387548438","doi":"","title":"Application of Association Rules Mining to Arrangement of Courses in Universities","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Association rule learning; Key (lock); Association (psychology); Data mining; Engineering management; Data science; Computer security","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":[0.003595365,0.0004895838,0.0008959548,0.002920567,0.001248232,0.001100343,0.001194954,0.0007006584,0.001107687],"category_scores_gemma":[0.0130709,0.0004659953,0.000939178,0.003859096,0.0005469585,0.001503627,0.0007163105,0.0007660763,0.0003253521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007325631,"about_ca_system_score_gemma":0.001808694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007788256,"about_ca_topic_score_gemma":0.007505539,"domain_scores_codex":[0.9965774,0.00166012,0.0002900588,0.0004972467,0.0008109378,0.0001641762],"domain_scores_gemma":[0.9912861,0.006269967,0.0006106446,0.0007899215,0.0007742472,0.0002691312],"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":[0.0009975213,0.001164312,0.1193848,0.0003772545,0.000675448,0.001317573,0.0008641225,0.3552801,0.004255815,0.0122534,0.004286155,0.4991436],"study_design_scores_gemma":[0.0001178445,0.0002686971,0.01273517,0.0000265807,0.0001815039,0.0005823722,0.0003642186,0.9607509,0.005849215,0.01458735,0.004479724,0.00005639092],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4663889,0.0005923106,0.5251349,0.0009627233,0.0001396063,0.0003410947,0.001174219,0.001264733,0.004001629],"genre_scores_gemma":[0.7245107,0.000266094,0.273401,0.00008076681,0.00002928996,0.0001046919,0.0008387963,0.00002938251,0.0007393994],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007788256,"threshold_uncertainty_score":0.01901436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007595427977708517,"score_gpt":0.2547002295807221,"score_spread":0.2471048016030136,"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."}}