{"id":"W2614340058","doi":"10.5220/0006318803470354","title":"A Course Recommender System based on Graduating Attributes","year":2017,"lang":"en","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Recommender system; Thresholding; Task (project management); Collaborative filtering; Baseline (sea); Course (navigation); Machine learning; Artificial intelligence; Engineering; Image (mathematics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007343018,0.0001566422,0.0002095041,0.00006003397,0.0006560251,0.0008218443,0.00144241,0.00006392804,0.000009944943],"category_scores_gemma":[0.00004167515,0.0001207112,0.00008706358,0.00005481839,0.00002083899,0.0004229542,0.0002237629,0.0001183835,0.00005452351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006468483,"about_ca_system_score_gemma":0.00004270679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001790195,"about_ca_topic_score_gemma":0.00001572178,"domain_scores_codex":[0.9987791,0.0000846653,0.0002425544,0.0003725207,0.0002463683,0.0002748028],"domain_scores_gemma":[0.997714,0.0001200692,0.0002429949,0.001753965,0.00007506183,0.00009394425],"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":[0.000006769412,0.0002544205,0.01547064,0.0001548629,0.00005458366,0.00007578673,0.0002006511,0.00002910688,0.0001002949,0.6921127,0.1568297,0.1347104],"study_design_scores_gemma":[0.001027422,0.0003779719,0.009856548,0.0006136002,0.00001249998,0.00004369072,0.0001578237,0.9549886,0.007120633,0.002041694,0.02303953,0.0007200194],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003485258,0.00001534905,0.8847144,0.009974955,0.0006998114,0.0002444571,0.000002442837,0.0009268507,0.1030732],"genre_scores_gemma":[0.9412528,0.000001033348,0.05764348,0.0005700672,0.00008051065,0.0000469888,0.000001313567,0.00001031022,0.0003935214],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9549595,"threshold_uncertainty_score":0.7925063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06122280288235976,"score_gpt":0.3056210179327674,"score_spread":0.2443982150504077,"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."}}