{"id":"W2013809972","doi":"10.1109/icosc.2015.7050809","title":"Aligning automatically generated questions to instructor goals and learner behaviour","year":2015,"lang":"en","type":"article","venue":"","topic":"Topic Modeling","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Ranking (information retrieval); Process (computing); Quality (philosophy); Artificial intelligence; Natural language processing; Information retrieval","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01082867,0.001304978,0.0009784289,0.002425649,0.0004547084,0.001998416,0.001481839,0.001615032,0.002125616],"category_scores_gemma":[0.07050514,0.0004140411,0.0007956446,0.001240508,0.0005515019,0.0020686,0.001335623,0.001161312,0.001382544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007805965,"about_ca_system_score_gemma":0.001078542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001669685,"about_ca_topic_score_gemma":0.001937695,"domain_scores_codex":[0.9849577,0.01008721,0.0008911032,0.001770374,0.002039804,0.000253884],"domain_scores_gemma":[0.9174507,0.05828476,0.004681993,0.006290596,0.01257237,0.0007196247],"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":[0.00147001,0.001710551,0.03799625,0.001809538,0.0003360916,0.0003365012,0.005170212,0.03790446,0.1372869,0.004466319,0.00906073,0.7624525],"study_design_scores_gemma":[0.0003275902,0.001661052,0.05060437,0.0001866153,0.0002609954,0.0005492965,0.001309487,0.7363142,0.1752113,0.01209771,0.0212099,0.0002675596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1626142,0.0003736316,0.8158497,0.0003218864,0.0001216477,0.001687615,0.001424904,0.01509526,0.002511157],"genre_scores_gemma":[0.4711737,0.0001803498,0.515624,0.0001644214,0.0001133378,0.001375963,0.007928931,0.001187458,0.002251746],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01082867,"threshold_uncertainty_score":0.0572682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04203248716841675,"score_gpt":0.2841595463794267,"score_spread":0.24212705921101,"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."}}