{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000586919,0.0002609453,0.0003628437,0.0001121,0.001835622,0.0005775419,0.002855107,0.00009203723,0.000004183626],"category_scores_gemma":[0.0002278947,0.0002210624,0.00007956371,0.0001979535,0.0007192409,0.001528168,0.001899015,0.0002307805,0.000007205666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002541742,"about_ca_system_score_gemma":0.0009866075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001371427,"about_ca_topic_score_gemma":0.0005764204,"domain_scores_codex":[0.9983684,0.0001398123,0.0002649959,0.0003027909,0.0005898766,0.0003340637],"domain_scores_gemma":[0.9972265,0.0007298429,0.0002055395,0.0009939033,0.0007028303,0.0001413314],"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":[0.005834007,0.001084927,0.1950008,0.001742359,0.001915372,0.0002383887,0.1070461,0.008476482,0.0002102696,0.387302,0.0646258,0.2265235],"study_design_scores_gemma":[0.003676887,0.001605933,0.03171118,0.0008616004,0.00007358814,0.000461821,0.002537681,0.003882829,0.0003648468,0.004736864,0.9490801,0.001006641],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1184885,0.0001230806,0.834253,0.001544049,0.0002887858,0.002119039,0.0000803253,0.0003324415,0.04277077],"genre_scores_gemma":[0.9375234,0.00002638048,0.05870897,0.0004703134,0.00009269139,0.00002357527,0.00003853587,0.00002832417,0.00308779],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8844543,"threshold_uncertainty_score":0.9994639,"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."}}