{"id":"W987726037","doi":"","title":"Rapid prototyping with Free and Open Source Software: Deploying Ushahidi to support Edmonton's Council for Safe Communities","year":2014,"lang":"en","type":"article","venue":"Queensland's institutional digital repository (The University of Queensland)","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Open source software; Software; Open source; Software engineering; Computer science; Rapid prototyping; Engineering; Operating system; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003605741,0.0007171261,0.0002461678,0.0006897417,0.001599397,0.001442915,0.002033288,0.0007738253,0.007449268],"category_scores_gemma":[0.006907979,0.0006587555,0.0003719428,0.0004009354,0.001129187,0.002015592,0.003343897,0.001803865,0.001495204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001339659,"about_ca_system_score_gemma":0.005044055,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02890512,"about_ca_topic_score_gemma":0.0706806,"domain_scores_codex":[0.9987495,0.0003618778,0.00004034334,0.0001898676,0.0003456449,0.000312775],"domain_scores_gemma":[0.994017,0.002212498,0.0001621914,0.0009454644,0.001051396,0.00161134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002655226,0.004294543,0.01905996,0.0007822473,0.0001029149,0.00468595,0.06090673,0.011151,0.1117728,0.01159052,0.1147891,0.6582091],"study_design_scores_gemma":[0.002135833,0.005073093,0.06130044,0.0005906606,0.0002802338,0.001543274,0.03853698,0.1193458,0.08325117,0.00751919,0.6798204,0.0006029721],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.839837,0.0003222328,0.06414934,0.002132817,0.0004838758,0.002171307,0.0007765839,0.03206988,0.05805694],"genre_scores_gemma":[0.6348601,0.0002516491,0.2879536,0.0006046214,0.00004885424,0.001067637,0.002174968,0.005585745,0.06745275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9710949,"threshold_uncertainty_score":0.05747378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04272362304620987,"score_gpt":0.2109062416630117,"score_spread":0.1681826186168018,"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."}}