{"id":"W2063147105","doi":"10.4018/jdet.2008070104","title":"A Methodology for Developing Learning Objects for Web Course Delivery","year":2008,"lang":"en","type":"article","venue":"International Journal of Distance Education Technologies","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Construct (python library); Multimedia; Ontology; World Wide Web; Educational technology; Software; Online course; Learning environment; Human–computer interaction; Software engineering; Programming language; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005846847,0.0001152098,0.0001937949,0.0003476768,0.0002210728,0.0001129432,0.001300288,0.00009017736,0.000004298811],"category_scores_gemma":[0.002421817,0.0001101006,0.0001164356,0.0002336217,0.00009041889,0.0006937195,0.00009184178,0.0002414431,0.000004295171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002283197,"about_ca_system_score_gemma":0.001731463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002731601,"about_ca_topic_score_gemma":0.000004563434,"domain_scores_codex":[0.9988726,0.00006074807,0.0004299365,0.0001998971,0.0002519043,0.0001849638],"domain_scores_gemma":[0.9967886,0.0006234099,0.0006591686,0.0001353581,0.001763726,0.00002978043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001614834,0.0004236921,0.01032268,0.00005097201,0.0002781871,0.000008195836,0.004977498,0.0004614067,0.004630982,0.5768653,0.01873093,0.3830887],"study_design_scores_gemma":[0.002886295,0.000940554,0.01086331,0.0005611758,0.00006378975,0.001319595,0.1067141,0.005127754,0.0447874,0.1065873,0.7191318,0.001016853],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06208303,0.001105484,0.9132777,0.01808062,0.004488848,0.0002300747,0.00000257799,0.0002074456,0.0005241826],"genre_scores_gemma":[0.654515,0.0003471041,0.3443787,0.0001640258,0.0001472587,0.00005298707,0.000004662437,0.000007284411,0.0003830688],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7004009,"threshold_uncertainty_score":0.4489771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06520054226110351,"score_gpt":0.3652358484495276,"score_spread":0.3000353061884241,"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."}}