{"id":"W3191597414","doi":"10.1007/s40692-014-0018-6","title":"Competence analytics","year":2014,"lang":"en","type":"article","venue":"Journal of Computers in Education","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Learning analytics; Computer science; Analytics; Personalization; Competence (human resources); Coding (social sciences); Data science; Visualization; Multimedia; Human–computer interaction; Artificial intelligence; World Wide Web","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":[0.001799811,0.0009845537,0.000461807,0.00489416,0.0006850623,0.005572538,0.0009264011,0.0006628013,0.05917212],"category_scores_gemma":[0.01156323,0.0003035948,0.000793762,0.002734609,0.0005775256,0.004594248,0.003198841,0.00164977,0.04109257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008897078,"about_ca_system_score_gemma":0.002299643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003398329,"about_ca_topic_score_gemma":0.003064353,"domain_scores_codex":[0.9972835,0.0004668978,0.0001808973,0.0005390642,0.001338369,0.0001912051],"domain_scores_gemma":[0.9964203,0.0009266352,0.0001825357,0.0006992775,0.001478457,0.0002927681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001103336,0.0003041695,0.007305711,0.0003346462,0.00004129654,0.00009499332,0.0009341482,0.001984874,0.002910142,0.131044,0.1623018,0.6926339],"study_design_scores_gemma":[0.00004731434,0.0001055105,0.008397558,0.0004390239,0.00004312241,0.0002596208,0.001566323,0.0323716,0.01053555,0.1271287,0.8190413,0.00006443685],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02131487,0.001419491,0.2599639,0.004055652,0.0008315362,0.0009467279,0.02038859,0.0206061,0.6704731],"genre_scores_gemma":[0.4050427,0.002450255,0.1977244,0.00122347,0.0006785183,0.001169387,0.05947137,0.002662711,0.3295773],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05917212,"threshold_uncertainty_score":0.1979505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006667986277843718,"score_gpt":0.2702263137740164,"score_spread":0.2635583274961727,"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."}}