{"id":"W1602503601","doi":"10.15353/joci.v2i3.2072","title":"Using a Sustainable Livelihoods Approach to Assessing the Impact of ICTs in Development","year":2007,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Livelihood; Scope (computer science); ICTS; Information and Communications Technology; Sustainable development; Business; Impact assessment; Knowledge management; Process management; Computer science; Political science; Geography; Agriculture; Public administration","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":[0.01365492,0.0001261941,0.0002434537,0.0004844865,0.0006689598,0.00008990221,0.0009365357,0.00008063648,0.00000283337],"category_scores_gemma":[0.0004714007,0.00006996756,0.00005664857,0.001346677,0.0001487957,0.000898456,0.0006063539,0.00094504,0.000001907665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002704478,"about_ca_system_score_gemma":0.0002177009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003158087,"about_ca_topic_score_gemma":0.000009597625,"domain_scores_codex":[0.9983723,0.00008568236,0.0009526689,0.00001022475,0.0002816049,0.000297492],"domain_scores_gemma":[0.9979096,0.0002280188,0.0009808685,0.0002323596,0.0006400892,0.000009075201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003470633,0.001565695,0.07320407,0.001123076,0.0006650672,0.000004773221,0.7994821,0.02539465,0.0003732233,0.06374431,0.00150832,0.03258762],"study_design_scores_gemma":[0.0005282667,0.00003706156,0.2239078,0.0001611914,0.00003817182,0.00003208106,0.7660898,0.001619121,0.0004870454,0.005988614,0.0009218543,0.0001890282],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9317749,0.00001402816,0.04470298,0.00007754805,0.00003998229,0.0001967303,9.23701e-8,0.000007907421,0.02318583],"genre_scores_gemma":[0.9916375,0.000002217078,0.007887648,0.0004055829,0.00004657868,9.612522e-7,0.000001254266,0.000007341231,0.00001088043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1507037,"threshold_uncertainty_score":0.5145165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07446918101365303,"score_gpt":0.3402631783297425,"score_spread":0.2657939973160894,"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."}}