{"id":"W2177387475","doi":"10.19173/irrodl.v16i4.2328","title":"Supporting Access to Open Online Courses for Learners of Developing Countries","year":2015,"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":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Georgia","keywords":"Open educational resources; Openness to experience; Developing country; Open education; Computer science; Knowledge management; World Wide Web; Economic growth; Psychology; Social 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":[0.010089,0.00008391336,0.000282304,0.0001492051,0.0001590166,0.0008381092,0.004485228,0.0000236702,0.00003507108],"category_scores_gemma":[0.00721124,0.00006320071,0.00002749603,0.0007034056,0.00009082622,0.0009667713,0.003765089,0.0002989707,0.000005793226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001191404,"about_ca_system_score_gemma":0.001032411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006189891,"about_ca_topic_score_gemma":0.00005267178,"domain_scores_codex":[0.9980019,0.0003815152,0.0004925905,0.0002605314,0.0006021197,0.0002612987],"domain_scores_gemma":[0.9973536,0.0009367402,0.0002845496,0.0002036361,0.001110476,0.0001109741],"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":[0.0005769754,0.0004842042,0.1928365,0.004338083,0.0001951943,0.00001385777,0.00714734,0.004797387,0.00009474915,0.5885571,0.06642731,0.1345313],"study_design_scores_gemma":[0.00166385,0.000383236,0.01011784,0.01486193,0.00001119646,0.00002034558,0.03395305,0.01071837,0.0005629457,0.004496501,0.922887,0.000323784],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2173534,0.01255997,0.1051759,0.6048025,0.001167065,0.01087206,0.0002096533,0.00008281971,0.04777659],"genre_scores_gemma":[0.9744776,0.007986972,0.01420627,0.001782011,0.00006395065,0.0002042245,0.0002365641,0.00001473687,0.001027653],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8564596,"threshold_uncertainty_score":0.8633049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2446051874460751,"score_gpt":0.5503490165869968,"score_spread":0.3057438291409217,"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."}}