{"id":"W2149338266","doi":"10.1109/icme.2009.5202717","title":"A multimedia item authoring framework for computer-based education","year":2009,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Multimedia; Software portability; Interactivity; Interoperability; Reusability; Scalability; Curriculum; World Wide Web; Software; Programming language","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":[0.0002866957,0.00005656204,0.00008185433,0.00008788858,0.0002943467,0.00003676905,0.0003242652,0.0001593683,0.0001489791],"category_scores_gemma":[0.0005960898,0.00005702888,0.0000438039,0.0001913254,0.00007968135,0.00005803238,0.00001209259,0.0001106459,0.00003203235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000554625,"about_ca_system_score_gemma":0.0002398182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001254645,"about_ca_topic_score_gemma":0.0001494428,"domain_scores_codex":[0.9994092,0.00005969685,0.0001236687,0.0001265091,0.000103423,0.0001774797],"domain_scores_gemma":[0.9988698,0.0006465677,0.00005470272,0.0002561634,0.00009372399,0.00007902538],"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":[0.000003393085,0.0001189055,0.0003463647,0.000001648169,0.000001711584,3.442873e-8,0.001278295,0.000002803634,0.00003031655,0.4350198,0.001850485,0.5613462],"study_design_scores_gemma":[0.0006818204,0.0001742096,0.008347191,0.00008503858,0.00001617695,3.068744e-7,0.002950405,0.08678983,0.0009977712,0.1375401,0.762022,0.0003950747],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009746335,0.0001034653,0.8821338,0.07415891,0.001062123,0.0008831845,0.000001766676,0.0009266624,0.03098369],"genre_scores_gemma":[0.465127,0.000008816191,0.5328001,0.001508565,0.0001972097,0.00003426593,0.000006628835,0.000003018018,0.0003143729],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7601715,"threshold_uncertainty_score":0.232557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04763024683340658,"score_gpt":0.3998328447046194,"score_spread":0.3522025978712129,"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."}}