{"id":"W2177467116","doi":"10.7202/1033554ar","title":"Using Inexpensive Technology and Multimedia to Improve Science Education in Rural Communities of Nepal","year":2015,"lang":"en","type":"article","venue":"McGill Journal of Education / Revue des sciences de l éducation de McGill","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Science education; Educational resources; Public relations; Business; Political science; Sociology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003036295,0.0001585067,0.0002655869,0.003028753,0.0006871759,0.0001320976,0.001833558,0.00007856059,0.00000278634],"category_scores_gemma":[0.001933979,0.0001603179,0.00003483292,0.003261153,0.001387163,0.001768536,0.0003935012,0.000267011,0.000002021069],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001796694,"about_ca_system_score_gemma":0.007109178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008497932,"about_ca_topic_score_gemma":0.0002815,"domain_scores_codex":[0.9981534,0.0002637357,0.0006594232,0.0001589384,0.0003928898,0.0003715421],"domain_scores_gemma":[0.9960226,0.000235488,0.0006508096,0.0004391662,0.002401959,0.000250003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008356856,0.001824881,0.05851573,0.0003235112,0.00003885124,0.000004553946,0.216402,0.006897319,0.04847911,0.3298204,0.0008347454,0.3367753],"study_design_scores_gemma":[0.001323404,0.002048908,0.05489058,0.003620125,0.00006040531,0.005528185,0.6017231,0.06681394,0.07324825,0.182791,0.00660755,0.001344612],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901183,0.0002584934,0.004089913,0.001730462,0.002061701,0.0001936188,0.000003517611,0.00001906569,0.001524941],"genre_scores_gemma":[0.7029215,0.00003866645,0.296494,0.0004350591,0.00004525229,0.000009164833,5.582739e-7,0.000006249919,0.00004947129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.385321,"threshold_uncertainty_score":0.9985196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3058492760074206,"score_gpt":0.4260823700212396,"score_spread":0.1202330940138189,"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."}}