{"id":"W1517611954","doi":"10.5334/sta.ds","title":"Using Technology to Shift Education Paradigms in Low-Resource Environments","year":2014,"lang":"en","type":"article","venue":"Stability International Journal of Security and Development","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; The Internet; Best practice; Public relations; Psychological intervention; Leverage (statistics); Political science; Pedagogy; Medical education; Sociology; Engineering; Knowledge management; Psychology; Computer science; Medicine; World Wide Web","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":[0.0008527978,0.00009839667,0.0001480572,0.0004470111,0.00006496199,0.00008598572,0.0008818563,0.00005453616,0.00001458163],"category_scores_gemma":[0.000157552,0.00009834838,0.00001858347,0.0001534569,0.00006224669,0.0003107012,0.0004567094,0.0002079982,0.000007200362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003472893,"about_ca_system_score_gemma":0.000329245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001220411,"about_ca_topic_score_gemma":0.00002064951,"domain_scores_codex":[0.9987764,0.00009421982,0.0004666228,0.0001380756,0.0003827645,0.0001419289],"domain_scores_gemma":[0.9993919,0.00008935279,0.0001686808,0.0001821424,0.0000959693,0.00007202216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002327251,0.002774036,0.2442183,0.0001827272,0.000265146,0.00003537594,0.3416058,0.001462661,0.001163971,0.0622283,0.00009867776,0.3457323],"study_design_scores_gemma":[0.003993277,0.0005996564,0.3617657,0.002745638,0.0000171055,0.0007709119,0.01992941,0.008413705,0.06135119,0.1951687,0.3432051,0.002039623],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.924249,0.00006360499,0.0723902,0.002532887,0.0003638792,0.00007825466,5.863118e-7,0.000009624918,0.0003119898],"genre_scores_gemma":[0.9451895,0.000007832294,0.05444685,0.0003089373,0.00003570369,0.000003462114,0.000001127008,0.000003310263,0.000003243226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3436926,"threshold_uncertainty_score":0.401053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0193287489816233,"score_gpt":0.2954178065860803,"score_spread":0.276089057604457,"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."}}