{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007351855,0.001677242,0.001498044,0.01069637,0.0007123924,0.004519979,0.00180224,0.00133863,0.006611264],"category_scores_gemma":[0.02432342,0.0003779842,0.001135277,0.01686343,0.001186299,0.004404989,0.001613509,0.002509121,0.004009377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002388136,"about_ca_system_score_gemma":0.002553332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004292158,"about_ca_topic_score_gemma":0.002402247,"domain_scores_codex":[0.9951953,0.001262084,0.0004682514,0.0009629636,0.001861065,0.0002503262],"domain_scores_gemma":[0.9679615,0.0191401,0.002639046,0.001101287,0.008295748,0.0008622591],"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":[0.0001120106,0.0001278584,0.0079329,0.003518951,0.0001338174,0.00006562326,0.0002188508,0.002897559,0.0002789554,0.01940019,0.03890629,0.926407],"study_design_scores_gemma":[0.00002891147,0.00034496,0.0292796,0.006809036,0.0003970816,0.0008172059,0.0010723,0.01466321,0.001576395,0.05151281,0.8932936,0.000204769],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006966944,0.9221573,0.01919668,0.01607803,0.003765038,0.00004642676,0.0009544777,0.0003895446,0.03044555],"genre_scores_gemma":[0.09071353,0.8665797,0.01445573,0.003006291,0.01678228,0.00008316156,0.001893989,0.0001597732,0.006325561],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01069637,"threshold_uncertainty_score":0.03888083,"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."}}