{"id":"W2526870250","doi":"10.19173/irrodl.v17i5.2541","title":"Development of Open Textbooks Learning Analytics System","year":2016,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Learning analytics; Computer science; Analytics; Class (philosophy); Open learning; Open education; Data science; World Wide Web; Open educational resources; Learning Management; Educational technology; Teaching method; Mathematics education; Psychology; Artificial intelligence; Cooperative learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001466258,0.0008424597,0.0008067864,0.001413002,0.0004848724,0.001945427,0.00296713,0.0008244798,0.01755488],"category_scores_gemma":[0.003975933,0.0005172808,0.0006402068,0.0005947268,0.0003407006,0.002982645,0.002095862,0.001605837,0.01288449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007202427,"about_ca_system_score_gemma":0.001505948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001423796,"about_ca_topic_score_gemma":0.0009615582,"domain_scores_codex":[0.9984984,0.0001612539,0.0001887102,0.0004537174,0.0005902125,0.00010771],"domain_scores_gemma":[0.9978854,0.0003992607,0.0001193907,0.0003315839,0.0009309313,0.000333361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000765676,0.001787294,0.009862884,0.001338743,0.0001312543,0.001967568,0.002437002,0.006051223,0.09501123,0.007853911,0.1023298,0.7704633],"study_design_scores_gemma":[0.0006634852,0.001934308,0.0205233,0.0004362482,0.000165637,0.001826055,0.000985816,0.1836188,0.1939058,0.007140445,0.5883847,0.0004154301],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09226463,0.0005229938,0.5805875,0.0009598133,0.0005441383,0.006667825,0.007591745,0.2769158,0.03394552],"genre_scores_gemma":[0.2597239,0.0004968938,0.6082799,0.001005249,0.0001852303,0.004418504,0.03305404,0.007777569,0.08505876],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01755488,"threshold_uncertainty_score":0.05872691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1163144909108454,"score_gpt":0.4483516279006063,"score_spread":0.3320371369897609,"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."}}