{"id":"W2051447463","doi":"10.1145/2567574.2567633","title":"Learning analytics and machine learning","year":2014,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Learning analytics; Computer science; Analytics; Data science; Field (mathematics); Software analytics; Cultural analytics; Artificial intelligence; Machine learning; Semantic analytics","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":[0.009957545,0.001360896,0.001904835,0.004184697,0.001341311,0.009209531,0.001943507,0.003624674,0.007081506],"category_scores_gemma":[0.02596083,0.0005099742,0.0008802132,0.00559281,0.01107092,0.01099422,0.004013405,0.007216856,0.002402572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003626351,"about_ca_system_score_gemma":0.003248476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00244498,"about_ca_topic_score_gemma":0.001039954,"domain_scores_codex":[0.9883133,0.006195033,0.0006395404,0.001440261,0.003013496,0.0003985064],"domain_scores_gemma":[0.9654965,0.02896878,0.001163873,0.002148372,0.001669955,0.0005525789],"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":[0.00002056663,0.00003516907,0.0009977239,0.0007220096,0.00006168491,0.00007028425,0.0004777442,0.003751886,0.0001163767,0.9003068,0.01847755,0.07496221],"study_design_scores_gemma":[0.000008476926,0.00001805853,0.000346016,0.00030537,0.000008784064,0.00007472438,0.0001761808,0.004891563,0.0001129548,0.9341627,0.05987886,0.00001626519],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.005872927,0.2285453,0.5451404,0.1059782,0.003262559,0.0002666001,0.001042736,0.001550491,0.1083409],"genre_scores_gemma":[0.4426676,0.1853268,0.3027198,0.02071798,0.01941945,0.001343821,0.0026071,0.000594835,0.0246025],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.009957545,"threshold_uncertainty_score":0.05266118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01232354213089709,"score_gpt":0.2392977690452434,"score_spread":0.2269742269143463,"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."}}