{"id":"W1532941252","doi":"10.19173/irrodl.v6i1.215","title":"Online Education Using Learning Objects","year":2005,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Educational technology; Distance education; Computer science; Online learning; Electronic learning; Multimedia; Mathematics education; World Wide Web; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00482119,0.0001058888,0.0002087881,0.0002108549,0.0003321084,0.0004584742,0.001853511,0.00003675381,0.000162449],"category_scores_gemma":[0.002690584,0.00008339545,0.00004170826,0.0008887946,0.00009257812,0.0008141413,0.00121707,0.001033258,0.00003280336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002031558,"about_ca_system_score_gemma":0.0006751256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004720046,"about_ca_topic_score_gemma":0.00002750776,"domain_scores_codex":[0.9974978,0.0008456207,0.0004102435,0.0003090497,0.0006633282,0.0002739367],"domain_scores_gemma":[0.9983831,0.0005476764,0.0002123903,0.0002311717,0.0005309599,0.00009471754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007374756,0.001501361,0.06061742,0.00168036,0.00009750886,0.0000103001,0.003145855,0.01461274,0.0009475655,0.1506389,0.00531001,0.7613642],"study_design_scores_gemma":[0.001236848,0.0002476054,0.02514102,0.0200424,0.000018528,0.0001459173,0.0279797,0.2292535,0.0003598157,0.002119659,0.6929264,0.0005285919],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5735587,0.0685078,0.01380875,0.1596095,0.001418132,0.003825369,0.00002354382,0.00020897,0.1790392],"genre_scores_gemma":[0.9791247,0.01425328,0.004500762,0.0004923707,0.0001498801,0.00002974388,0.00010836,0.000009480069,0.001331473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7608356,"threshold_uncertainty_score":0.4489048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053913733791944,"score_gpt":0.4729776467694353,"score_spread":0.3675862733902409,"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."}}