{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000491139,0.00009759952,0.000173806,0.0003167593,0.00005974415,0.00002435151,0.00071869,0.00005239214,0.000001827796],"category_scores_gemma":[0.000001184456,0.0001133258,0.00004229624,0.0008265795,0.00002605125,0.0001689922,0.000199633,0.00005650528,0.00001913864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001711691,"about_ca_system_score_gemma":0.00005703245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001296266,"about_ca_topic_score_gemma":0.00005075455,"domain_scores_codex":[0.9988863,0.00001569358,0.0004073416,0.0002973035,0.0001933674,0.0001999211],"domain_scores_gemma":[0.998919,0.0001692745,0.0002612803,0.0004126643,0.0001800427,0.00005771531],"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":[0.000006083316,0.0004810521,0.009007465,0.00006152874,0.00004081224,5.032167e-7,0.003790414,0.0005436366,0.03337263,0.1048943,0.001506854,0.8462947],"study_design_scores_gemma":[0.001591823,0.0002029296,0.2335748,0.0001949398,0.00006217616,0.000007994691,0.003273198,0.04290098,0.1097356,0.003820937,0.6036804,0.0009542115],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05116121,0.00004119036,0.9471413,0.0004308084,0.0000118375,0.0004843656,0.000041597,0.00004858937,0.000639122],"genre_scores_gemma":[0.1920751,0.000006295174,0.8075374,0.0000956365,0.00004187767,0.0001172339,0.00003842108,0.000006926851,0.00008109436],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8453405,"threshold_uncertainty_score":0.462129,"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."}}