{"id":"W1514127600","doi":"10.15353/joci.v11i2.2838","title":"Community&Technologies, Community Informatics: Tensions and Challenges","year":2015,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Informatics; Engineering ethics; Sociology; Data science; Knowledge management; Computer science; Engineering; Electrical engineering","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":[0.02843382,0.0004645158,0.0008905695,0.003711574,0.01926529,0.03721685,0.002983532,0.0102128,0.01529951],"category_scores_gemma":[0.02750362,0.0005474276,0.0004252371,0.006471278,0.02931614,0.04836178,0.0209101,0.01088787,0.002340448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008500003,"about_ca_system_score_gemma":0.02316092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01092164,"about_ca_topic_score_gemma":0.01678887,"domain_scores_codex":[0.9833258,0.01052357,0.0005168887,0.001041292,0.002565339,0.002026985],"domain_scores_gemma":[0.9516729,0.02313262,0.00182376,0.002176725,0.005749258,0.01544482],"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":[0.00003311017,0.000140235,0.003332117,0.0006398506,0.00001915138,0.000229342,0.04146003,0.0001283342,0.0002257634,0.6748217,0.1202803,0.1586901],"study_design_scores_gemma":[0.00001672153,0.00005673997,0.002392302,0.001436482,0.00001404126,0.0003994591,0.2153121,0.0004878273,0.0001581946,0.2999813,0.4796704,0.00007439745],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01799419,0.02979818,0.006133039,0.8837054,0.003679423,0.00003659859,0.00008423934,0.0001123315,0.05845658],"genre_scores_gemma":[0.8408575,0.03397939,0.01265275,0.08468183,0.006404893,0.0002312502,0.0001837097,0.0002101309,0.02079844],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03721685,"threshold_uncertainty_score":0.1503742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2116185159228969,"score_gpt":0.3082460141293018,"score_spread":0.0966274982064049,"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."}}