{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002779635,0.001056032,0.0008183031,0.008346996,0.001413402,0.004020213,0.003045539,0.001493949,0.009912303],"category_scores_gemma":[0.01187291,0.0007121456,0.00220855,0.004380641,0.0007296688,0.003950263,0.001737638,0.001408526,0.002182188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00125864,"about_ca_system_score_gemma":0.001707669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003262687,"about_ca_topic_score_gemma":0.004142424,"domain_scores_codex":[0.9975821,0.0004839912,0.0003850606,0.0004780536,0.0009355747,0.0001352173],"domain_scores_gemma":[0.9955294,0.00200366,0.0005651207,0.0006083247,0.00111382,0.0001797164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001901701,0.0005980635,0.02851989,0.0007705878,0.0002729918,0.001568446,0.0008367854,0.1013773,0.004593852,0.1439781,0.01912296,0.6981707],"study_design_scores_gemma":[0.00004011075,0.00006544183,0.002342817,0.00009441254,0.00005796752,0.0008213224,0.0005669598,0.8891242,0.005497448,0.0687879,0.03257068,0.00003074662],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01998433,0.0004067165,0.9662753,0.0008610563,0.00009793244,0.0009208131,0.0019189,0.001974234,0.007560618],"genre_scores_gemma":[0.1492431,0.0003235204,0.8403391,0.0001227626,0.00006374357,0.0009311875,0.003490839,0.000162338,0.005323431],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009912303,"threshold_uncertainty_score":0.03315997,"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."}}