{"id":"W4417022526","doi":"10.1108/book-978-1-62396-309-520251004","title":"Appropriate Technologies for Challenging Contexts","year":2013,"lang":"en","type":"book-chapter","venue":"","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001766091,0.000348067,0.0003757098,0.0003005196,0.0002041246,0.0002361782,0.002711211,0.0004230706,0.00005583117],"category_scores_gemma":[0.00004766406,0.0003032645,0.0001253158,0.0000264189,0.0001247472,0.0002701588,0.001388936,0.0003773877,0.0004155105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006857738,"about_ca_system_score_gemma":0.00007205334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007281631,"about_ca_topic_score_gemma":0.000004519532,"domain_scores_codex":[0.9988098,0.00000740936,0.0002994884,0.0003484159,0.0002020824,0.000332866],"domain_scores_gemma":[0.9979159,0.000259701,0.0001718409,0.001392791,0.0002351418,0.00002465994],"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":[4.864023e-7,0.000002386512,7.232866e-8,0.00005221362,0.00003572154,0.000001299585,0.0001898865,0.000001125751,0.000001753097,0.8845969,0.004091477,0.1110267],"study_design_scores_gemma":[0.0001137144,0.00004337183,7.257609e-7,0.0001987966,0.00000507747,0.00000838733,0.00005378515,0.001753822,0.000196869,0.6229146,0.374292,0.0004188073],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[8.527497e-7,0.0009866478,0.3820076,0.002097444,0.0004920512,0.0005096698,0.000002493284,0.001899608,0.6120037],"genre_scores_gemma":[0.00160653,0.0004796691,0.1826655,0.0002206275,0.00005987505,0.0001564235,0.000007827092,0.00005476489,0.8147488],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3702005,"threshold_uncertainty_score":0.9999419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03832503844023691,"score_gpt":0.2381838072579028,"score_spread":0.1998587688176659,"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."}}