{"id":"W1618175660","doi":"10.18608/jla.2014.13.20","title":"Learning Analytics for Networked Learning Models","year":2014,"lang":"en","type":"article","venue":"Journal of Learning Analytics","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; Simon Fraser University","funders":"","keywords":"Learning analytics; Networked learning; Computer science; Field (mathematics); Data science; Scalability; Educational technology; Analytics; Knowledge management; Human–computer interaction; Psychology; Mathematics education","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":[0.003315858,0.000906586,0.0009520969,0.001902765,0.0008656766,0.004450984,0.00190153,0.001454582,0.007347284],"category_scores_gemma":[0.01535774,0.0003279808,0.00088617,0.002063798,0.001690257,0.006114531,0.00320465,0.002915781,0.001422301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002150534,"about_ca_system_score_gemma":0.001668247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004537337,"about_ca_topic_score_gemma":0.003545285,"domain_scores_codex":[0.9974428,0.001314586,0.0001236525,0.0003912208,0.0005650611,0.000162636],"domain_scores_gemma":[0.9916582,0.00624429,0.0004651011,0.0006081371,0.0007422866,0.0002820523],"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":[0.00002504643,0.00008205738,0.001105497,0.0001071226,0.00003227111,0.00008197268,0.0003907192,0.1394058,0.000146422,0.8312449,0.003761747,0.02361641],"study_design_scores_gemma":[0.000007192677,0.00001085955,0.0001146485,0.00003136005,0.00000487871,0.00001611487,0.00009003071,0.4790558,0.00005112901,0.5154261,0.005185747,0.00000617181],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01221396,0.001786236,0.9514605,0.005215114,0.0001726115,0.0002161019,0.0006098913,0.00065129,0.02767429],"genre_scores_gemma":[0.6945574,0.003495942,0.281179,0.0007980902,0.0006480375,0.001307,0.001667678,0.0002108411,0.01613602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007347284,"threshold_uncertainty_score":0.02457911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03100115388610879,"score_gpt":0.277353881750513,"score_spread":0.2463527278644042,"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."}}