{"id":"W3185605390","doi":"10.4995/head21.2021.13196","title":"Recent Advances in Academic Performance Analysis","year":2021,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Popularity; Decision tree; Machine learning; Artificial intelligence; Quality (philosophy); Artificial neural network; Population; Data science; Psychology","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":[0.0001552603,0.00004955945,0.0001091445,0.0001265019,0.00002745432,0.00002918358,0.0002742748,0.00003173952,0.0000548324],"category_scores_gemma":[0.000042071,0.00004292198,0.00003793966,0.002201815,0.00000845959,0.000332544,0.00009636637,0.0001983555,0.0000375967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001790405,"about_ca_system_score_gemma":0.00005218214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001461784,"about_ca_topic_score_gemma":0.00003795905,"domain_scores_codex":[0.9993425,0.00003136178,0.000137673,0.000208204,0.0001359539,0.0001443098],"domain_scores_gemma":[0.9996302,0.0000295568,0.00002915722,0.000225478,0.00005034134,0.00003533891],"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":[7.436079e-7,0.00002864984,0.1955712,0.000006205798,0.00002296104,0.00001527201,0.0001158005,0.02695049,0.00003596577,0.008291923,0.00005432791,0.7689065],"study_design_scores_gemma":[0.00008571793,0.00001087135,0.02875325,0.000009144749,0.00001501198,0.000002726521,0.00003143847,0.8754258,0.0005245555,0.0005769104,0.09447006,0.00009446909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.527877,0.02736574,0.3672069,0.03419192,0.0004071462,0.00006389383,7.561915e-7,0.0003770631,0.04250959],"genre_scores_gemma":[0.921895,0.04266363,0.03023548,0.0007110696,0.00004197649,0.000001606139,0.00000444907,0.000003041602,0.004443762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8484753,"threshold_uncertainty_score":0.1750307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01645829598417398,"score_gpt":0.3111695040541982,"score_spread":0.2947112080700243,"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."}}