{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001261521,0.0006172292,0.001394199,0.001664814,0.0007610371,0.0009042627,0.001495498,0.001242657,0.001559315],"category_scores_gemma":[0.00292202,0.000390621,0.001042861,0.001346777,0.0001461562,0.001163046,0.0004050699,0.0009529859,0.001711519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004801055,"about_ca_system_score_gemma":0.0006481023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02090276,"about_ca_topic_score_gemma":0.03745123,"domain_scores_codex":[0.9992203,0.0001231024,0.00007045734,0.0002748501,0.0002394224,0.00007185426],"domain_scores_gemma":[0.9981774,0.0004938017,0.0001139342,0.0002401718,0.0008513373,0.000123341],"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":[0.0009939409,0.001207324,0.05038138,0.0003438574,0.0006808391,0.0005700895,0.0002913412,0.03715383,0.03623882,0.002008392,0.02329472,0.8468354],"study_design_scores_gemma":[0.0001081892,0.0006918288,0.03008485,0.00004238066,0.0003984437,0.0007971045,0.0001465248,0.9463456,0.01184377,0.001096118,0.008318208,0.000127016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3535715,0.002640736,0.6239019,0.001388427,0.0006506887,0.0006931743,0.002339023,0.005473943,0.009340663],"genre_scores_gemma":[0.6880013,0.001037687,0.2961168,0.0003773351,0.0003184314,0.0002294718,0.00268651,0.00007571471,0.0111568],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02090276,"threshold_uncertainty_score":0.0415622,"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."}}