{"id":"W171127008","doi":"","title":"Open educational resources in Malaysia","year":2013,"lang":"en","type":"article","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open educational resources; Higher education; Open education; Mainstream; Political science; Distance education; Public administration; Public relations; Economic growth; Sociology; Pedagogy; Economics; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001485267,0.0000387728,0.00004680845,0.00006212089,0.00004903819,0.0007819101,0.001205312,0.00001493834,0.004852717],"category_scores_gemma":[0.00003271465,0.00003341601,0.000008785663,0.0002398961,0.000008908964,0.001046407,0.0003985516,0.0000672738,0.003019282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001987139,"about_ca_system_score_gemma":0.00008047534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001134736,"about_ca_topic_score_gemma":0.00002540317,"domain_scores_codex":[0.9995211,0.0000386756,0.00009491331,0.0001594429,0.00007629376,0.0001095735],"domain_scores_gemma":[0.9996651,0.00004816357,0.00002376329,0.0001767534,0.00003392523,0.00005225716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[7.747257e-7,0.000174844,0.0833519,0.000003245454,0.000003266958,3.416897e-7,0.004618474,0.0002108892,0.0001793261,0.8002073,0.09090212,0.02034759],"study_design_scores_gemma":[0.0002226341,0.0000242167,0.8673311,0.00001366605,4.327298e-7,0.000006471879,0.002896617,0.01951614,0.00009938613,0.01580847,0.09389824,0.0001826484],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.242799,0.000008592522,0.0006249835,0.03832885,0.0001698133,0.00016101,2.469454e-8,0.00002493519,0.7178828],"genre_scores_gemma":[0.9268641,0.000001287115,0.02804307,0.001225216,0.00003413301,0.00004887702,9.629904e-7,0.000002254839,0.04378012],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7843987,"threshold_uncertainty_score":0.997757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01893530847550697,"score_gpt":0.2875160974961863,"score_spread":0.2685807890206793,"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."}}