{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006125403,0.0001649366,0.0001948323,0.00005961865,0.0001224816,0.00004584174,0.0001142915,0.0002003056,0.000008674207],"category_scores_gemma":[0.0004277944,0.0001304476,0.00003104952,0.0001254309,0.0005594395,0.00002592098,0.0002404642,0.0000827097,0.00000163961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002454637,"about_ca_system_score_gemma":0.00008417172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001279278,"about_ca_topic_score_gemma":0.00003534147,"domain_scores_codex":[0.9987123,0.00001993385,0.0005590263,0.0001357881,0.000239808,0.0003331517],"domain_scores_gemma":[0.9992288,0.00008558805,0.0001986213,0.0001927853,0.0001493455,0.0001448986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000314595,0.0001933681,0.6353078,0.004662298,0.0003046267,0.000009252509,0.001196651,0.0001453572,0.001769961,0.001745407,0.005230632,0.34912],"study_design_scores_gemma":[0.00232086,0.0009951175,0.7681177,0.0006462802,0.00007820208,0.00006326072,0.001164092,0.1865762,0.02019502,0.0001153093,0.01869299,0.001034977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6249876,0.0003959667,0.3742501,0.00001824436,0.00005882145,0.0001731569,0.00007124782,0.00001501436,0.00002986636],"genre_scores_gemma":[0.9783744,0.003688643,0.0162466,0.0001538891,0.00008135428,0.000004035285,0.001425831,0.000009189221,0.00001602336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3580035,"threshold_uncertainty_score":0.5319499,"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."}}