{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005320454,0.001057022,0.0005061636,0.001311639,0.002607716,0.004352791,0.001086646,0.001696271,0.6199603],"category_scores_gemma":[0.002197369,0.0003120165,0.0002996435,0.001386166,0.000645289,0.003634115,0.003184768,0.001721547,0.3842103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001085907,"about_ca_system_score_gemma":0.002385104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001981778,"about_ca_topic_score_gemma":0.003156871,"domain_scores_codex":[0.9993312,0.00006941017,0.0000316168,0.0001862165,0.0002702317,0.0001113978],"domain_scores_gemma":[0.9985651,0.0001975129,0.0001105344,0.0001416702,0.0004497877,0.0005352557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001565007,0.00008944087,0.001001503,0.000468967,0.000005414564,0.0005896628,0.0005059479,0.0000889252,0.001400515,0.01542373,0.7153272,0.264942],"study_design_scores_gemma":[0.000005653665,0.00001619905,0.0003170869,0.00005812355,0.00000278118,0.0002766691,0.0001899554,0.00007703424,0.0003353597,0.001005255,0.9977078,0.000007959082],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005211959,0.006261637,0.003232494,0.01323829,0.006407918,0.0001865964,0.003895442,0.003824603,0.9577411],"genre_scores_gemma":[0.01773593,0.004118656,0.002859805,0.003700508,0.000754306,0.0001259266,0.002503179,0.0009781056,0.9672236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6199603,"threshold_uncertainty_score":0,"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."}}