{"id":"W2186571714","doi":"","title":"Dat a Mining Strategies and Methods to Develop Microfinance Market - Use Case Currency Exchange","year":2009,"lang":"en","type":"article","venue":"","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Currency; Microfinance; Foreign exchange market; Market data; Economics; Virtual currency; Recession; Exchange rate; Business; Finance; Monetary economics; Macroeconomics","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":[0.0003951771,0.0001213615,0.0001206793,0.00007813243,0.0001532769,0.0007348424,0.0003848799,0.00003050234,0.00001865181],"category_scores_gemma":[0.00006647631,0.0001088588,0.00001066612,0.0006845191,0.00001662673,0.001319808,0.0002527086,0.00005658606,0.000009125988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001403815,"about_ca_system_score_gemma":0.00008018155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001620172,"about_ca_topic_score_gemma":0.00004493488,"domain_scores_codex":[0.9990654,0.00005100544,0.0001639538,0.0004231221,0.00006893078,0.000227593],"domain_scores_gemma":[0.999155,0.0001341054,0.00004049308,0.0004778932,0.00008073164,0.0001117633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[8.539011e-7,0.00002065582,0.00002979539,0.000004482085,0.000002395632,0.00007137554,0.0008885624,6.217093e-7,0.0002754915,0.01114618,0.02185944,0.9657001],"study_design_scores_gemma":[0.000809004,0.0004707368,0.03337911,0.0001793542,0.00003126921,0.005233274,0.002753682,0.1475868,0.003981278,0.004720147,0.7989802,0.001875154],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01788833,0.0002722924,0.9780203,0.001099664,0.00006889043,0.0001283786,0.00001637081,0.0001004426,0.002405324],"genre_scores_gemma":[0.00757721,0.00004758056,0.9904928,0.0005417094,0.00002291412,0.00002271671,0.000004282697,0.000003754536,0.001287071],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.963825,"threshold_uncertainty_score":0.7086102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05289198102714368,"score_gpt":0.3576448978313658,"score_spread":0.3047529168042221,"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."}}