{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005126496,0.0006361682,0.0003837214,0.002078674,0.005924304,0.01287891,0.002141353,0.002291913,0.008363673],"category_scores_gemma":[0.006290388,0.0003235898,0.0005680407,0.001076584,0.0146688,0.01414633,0.01704074,0.003523954,0.001881872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004253787,"about_ca_system_score_gemma":0.005880826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00265705,"about_ca_topic_score_gemma":0.0046088,"domain_scores_codex":[0.9945437,0.003625097,0.0001378587,0.0004380474,0.0004737951,0.0007815196],"domain_scores_gemma":[0.9967347,0.001698036,0.0001686607,0.0003763858,0.0002495616,0.0007727156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009460773,0.0008334016,0.00689401,0.0009678818,0.00004167882,0.001460762,0.1997439,0.001527888,0.003395063,0.4703395,0.01623566,0.2984658],"study_design_scores_gemma":[0.00006737291,0.0004171151,0.003781748,0.001430705,0.00002490453,0.001055034,0.1730297,0.001360907,0.001853181,0.2455165,0.5713881,0.00007475909],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2684824,0.005787865,0.165295,0.06096367,0.001709154,0.001010008,0.0001082638,0.0008561071,0.4957877],"genre_scores_gemma":[0.8666099,0.004778046,0.07137126,0.004884506,0.0002591323,0.0009600541,0.00007425432,0.0002460594,0.05081686],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01287891,"threshold_uncertainty_score":0.03086352,"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."}}