{"id":"W2141010659","doi":"10.1093/bioinformatics/btm570","title":"Automatic synchronization and distribution of biological databases and software over low-bandwidth networks among developing countries","year":2007,"lang":"en","type":"article","venue":"Bioinformatics","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"BitTorrent; Download; File Transfer Protocol; Computer science; Distributed database; Software; Bandwidth (computing); Developing country; Database; Synchronization (alternating current); Computer network; The Internet; World Wide Web; Operating system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002036835,0.0003275156,0.0002666062,0.001005634,0.0007344703,0.0007109627,0.001040446,0.0004525539,0.001872211],"category_scores_gemma":[0.008614513,0.0001680043,0.000167917,0.001481502,0.0004220331,0.001971518,0.001213883,0.0003798045,0.001061941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005013384,"about_ca_system_score_gemma":0.0008114409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004196533,"about_ca_topic_score_gemma":0.001636712,"domain_scores_codex":[0.9990795,0.0003268369,0.00007177689,0.0001876034,0.0002510145,0.00008326073],"domain_scores_gemma":[0.9946413,0.002075035,0.0005753168,0.001081294,0.001431538,0.0001955014],"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":[0.002217621,0.0007221095,0.1703345,0.0007712053,0.000136429,0.001026245,0.001894957,0.1366104,0.1097031,0.006393339,0.01372627,0.5564638],"study_design_scores_gemma":[0.000254952,0.001022234,0.07624399,0.0001016633,0.0001454766,0.0007695536,0.001494374,0.7112972,0.1773336,0.005153407,0.026079,0.0001046942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8458019,0.0003993881,0.1394925,0.0003201606,0.00006536822,0.000389477,0.001737545,0.005747104,0.006046547],"genre_scores_gemma":[0.9413769,0.0002874381,0.05474473,0.00003404366,0.00001685952,0.0001423006,0.002222436,0.0001600888,0.001015241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004196533,"threshold_uncertainty_score":0.01077199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01492000175198999,"score_gpt":0.2693107648705665,"score_spread":0.2543907631185765,"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."}}