{"id":"W2625159885","doi":"10.4103/2589-0603.191718","title":"Protecting the content through learning object metadata","year":2016,"lang":"en","type":"article","venue":"Imam Journal of Applied Sciences","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Metadata; Computer science; Learning object; World Wide Web; Annotation; Interoperability; Artificial intelligence","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":[0.005094376,0.00009874946,0.0001650897,0.00008089334,0.001115548,0.0007822757,0.001856747,0.00002216962,0.00003579946],"category_scores_gemma":[0.0005842263,0.00004355631,0.00006865443,0.0005288015,0.0002609705,0.002048178,0.0002161677,0.0004412596,0.00004619925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003651844,"about_ca_system_score_gemma":0.0002415388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001376927,"about_ca_topic_score_gemma":0.000001689779,"domain_scores_codex":[0.9984156,0.0001790066,0.0003688995,0.0002215825,0.0005412305,0.0002736055],"domain_scores_gemma":[0.9985079,0.0005247682,0.0005877861,0.0001792456,0.0001358321,0.00006444037],"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":[0.00004176684,0.0001203215,0.00150647,0.00001231156,0.00009205296,0.00001265683,0.02310656,0.001608778,0.134671,0.6584067,0.001192612,0.1792288],"study_design_scores_gemma":[0.004375336,0.003016029,0.01036868,0.0008401641,0.0001061022,0.001797386,0.2275871,0.005323733,0.2948408,0.1058361,0.3439972,0.001911325],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1802482,0.0005675667,0.642522,0.035648,0.001844675,0.0005065291,3.966092e-7,0.0001119226,0.1385508],"genre_scores_gemma":[0.9746758,0.00003658385,0.02444212,0.0003050043,0.0001438112,0.000004959373,2.208264e-8,0.000003759553,0.0003879166],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7944276,"threshold_uncertainty_score":0.8580003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08207615433444931,"score_gpt":0.3084523741225498,"score_spread":0.2263762197881005,"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."}}