{"id":"W1607937915","doi":"10.15353/joci.v11i2.2836","title":"Using IT to ‘do good’ in communities?","year":2015,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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":[0.0294788,0.0009552672,0.0008420777,0.003773185,0.01506692,0.02004526,0.002011647,0.005725882,0.01280946],"category_scores_gemma":[0.04052943,0.0005346251,0.0009128582,0.002895601,0.04524306,0.03714898,0.01591162,0.004563982,0.002733625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003476833,"about_ca_system_score_gemma":0.005290897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004183295,"about_ca_topic_score_gemma":0.005559697,"domain_scores_codex":[0.9645426,0.02826335,0.0005625976,0.002049538,0.002490856,0.002091049],"domain_scores_gemma":[0.9644168,0.01634501,0.003238823,0.006743599,0.00378627,0.005469561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000662773,0.0001408022,0.005362999,0.0005022287,0.00008892953,0.0004122294,0.2944219,0.000267433,0.0006199283,0.5812342,0.02703859,0.08984452],"study_design_scores_gemma":[0.00004740046,0.0001317456,0.001638319,0.0007198455,0.00005110472,0.0004039901,0.1297022,0.0005750849,0.0004292859,0.4430691,0.4231554,0.00007654203],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.103724,0.00798125,0.07842051,0.2189456,0.002473398,0.0003852734,0.0001064995,0.0006330351,0.5873305],"genre_scores_gemma":[0.9316771,0.002094659,0.02773054,0.01055704,0.0005369961,0.0003987671,0.00005585892,0.0003510617,0.02659809],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0294788,"threshold_uncertainty_score":0.1559007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2573643390693069,"score_gpt":0.4000002599579646,"score_spread":0.1426359208886577,"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."}}