{"id":"W3107360877","doi":"10.22606/jaer.2021.61004","title":"The Role of Learning Analytic in Education Reform","year":2020,"lang":"en","type":"article","venue":"Journal of Advances in Education Research","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Learning analytics; Educational data mining; Field (mathematics); State (computer science); Data science; Analytics; Higher education; Public relations; Political science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04751132,0.0004770667,0.0009065972,0.00551797,0.006116629,0.0214448,0.00241379,0.005522541,0.01123665],"category_scores_gemma":[0.08867973,0.0004073465,0.0005152917,0.004491441,0.03731885,0.0297496,0.01515881,0.009721202,0.001256964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02289393,"about_ca_system_score_gemma":0.0219444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007548488,"about_ca_topic_score_gemma":0.005712352,"domain_scores_codex":[0.9660814,0.02517957,0.0006778293,0.001338422,0.00401978,0.002702924],"domain_scores_gemma":[0.8942472,0.07918689,0.005457651,0.004946279,0.0070735,0.009088424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002292204,0.00005787173,0.001158031,0.0001869247,0.00000709253,0.000034835,0.0034286,0.0002725703,0.0000244194,0.9119537,0.009429736,0.07342339],"study_design_scores_gemma":[0.00003385465,0.00009344572,0.002803171,0.001895192,0.0000169175,0.00007503592,0.008884814,0.002020221,0.0002916003,0.796321,0.1875241,0.0000407534],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02211674,0.04554953,0.02596736,0.6769475,0.001558146,0.0001656535,0.0001189515,0.0002312932,0.2273448],"genre_scores_gemma":[0.9476061,0.01376049,0.006859379,0.02006711,0.002780713,0.0002355247,0.00004673757,0.00009752919,0.008546505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04751132,"threshold_uncertainty_score":0.2512669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02152717270724748,"score_gpt":0.4206938004191266,"score_spread":0.3991666277118792,"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."}}