{"id":"W2247884604","doi":"10.1145/2809957.2809969","title":"Ushahidi","year":2015,"lang":"en","type":"article","venue":"ACM SIGCAS Computers and Society","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Political science; Public relations; Computer science; Business; World Wide Web","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":[],"consensus_categories":[],"category_scores_codex":[0.0002634886,0.0001046287,0.0001335621,0.00001594905,0.0001137888,0.000196925,0.0006251775,0.00005844782,8.541464e-7],"category_scores_gemma":[0.0000461292,0.00009193413,0.00008976125,0.0001768579,0.00005266081,0.0002095367,0.000621065,0.0001526272,0.00001794234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000197355,"about_ca_system_score_gemma":0.00005566454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001888451,"about_ca_topic_score_gemma":4.434136e-7,"domain_scores_codex":[0.999198,0.00003201343,0.0001142373,0.0002679328,0.00018324,0.00020459],"domain_scores_gemma":[0.9991467,0.00009912712,0.0000443895,0.0004570521,0.00006426191,0.00018849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006530352,0.0003130714,0.01987046,0.00007521703,0.0002828294,0.0001028332,0.04318497,0.002968194,0.0002259124,0.1783079,0.4582804,0.2963817],"study_design_scores_gemma":[0.0008011884,0.0001443914,0.00252437,0.0000232628,0.00001183877,0.00004835868,0.0004930223,0.9274113,0.00003794732,0.02166839,0.04648886,0.0003470542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1892984,0.0006132878,0.7828565,0.02448598,0.0009787752,0.00009861139,0.000001655025,0.0005278148,0.001138964],"genre_scores_gemma":[0.6474305,0.00006410303,0.3498559,0.002017968,0.0002292185,0.000001079519,0.000002661007,0.00000791207,0.0003905669],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9244431,"threshold_uncertainty_score":0.3748965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03197790313551364,"score_gpt":0.2716802521583802,"score_spread":0.2397023490228666,"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."}}