{"id":"W7135066032","doi":"10.5281/zenodo.18973377","title":"Replicating Educational Technology Solutions for Remote Learning in Somali Rural Areas","year":2012,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Somali; Process (computing); Educational technology; Rural area; Metric (unit); Grounded theory; Domain (mathematical analysis); Bounded function","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001221947,0.0001062451,0.0001078089,0.0004767382,0.002684348,0.0003856843,0.001720527,0.000068865,0.0003159079],"category_scores_gemma":[0.001900269,0.0001247091,0.00003202311,0.0009275127,0.0001312185,0.0005472029,0.002276201,0.0003480858,0.0009038409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002248519,"about_ca_system_score_gemma":0.00001446701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001746924,"about_ca_topic_score_gemma":5.352338e-7,"domain_scores_codex":[0.9985035,0.0002480883,0.0002465167,0.0002165121,0.0001921416,0.0005932149],"domain_scores_gemma":[0.9986616,0.0001059007,0.0001126428,0.0006124431,0.000423472,0.00008391259],"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":[0.00001690654,0.0002338829,0.0003892977,0.00008101355,0.0000341765,0.000001176041,0.009587429,0.0002817809,0.002596896,0.7584214,0.03879342,0.1895626],"study_design_scores_gemma":[0.0005014986,0.0001392473,0.00699446,0.0001216166,0.000005611893,0.0002899297,0.00175965,0.01361395,0.0005015357,0.01711231,0.9585885,0.000371698],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1072031,0.000784729,0.7174793,0.06111375,0.00113262,0.001775532,0.00004919265,0.005350752,0.105111],"genre_scores_gemma":[0.9731508,0.00002901955,0.02447987,0.0001307328,0.0001608497,2.861e-7,0.0003019681,0.0004133517,0.001333088],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9197951,"threshold_uncertainty_score":0.9998741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05224337414366597,"score_gpt":0.2771812640155086,"score_spread":0.2249378898718426,"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."}}