{"id":"W2950705667","doi":"10.1093/bioinformatics/bty549","title":"SATurn: a modular bioinformatics framework for the design of robust maintainable web-based and standalone applications","year":2018,"lang":"en","type":"article","venue":"Bioinformatics","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Innovative Medicines Initiative; Ontario Ministry of Research, Innovation and Science; Canada Foundation for Innovation; Kennedy Trust for Rheumatology Research; Wellcome Trust; Ontario Genomics Institute; AbbVie; European Federation of Pharmaceutical Industries and Associations; Boehringer Ingelheim","keywords":"Modular design; Computer science; Saturn; Web application; Open source; Simple (philosophy); World Wide Web; Data science; Software engineering; Software; Programming language","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":[0.005007934,0.00142652,0.0008900067,0.001317849,0.001000782,0.002815893,0.003901953,0.001039425,0.0109451],"category_scores_gemma":[0.006662241,0.001565261,0.002053105,0.000953246,0.001478667,0.003217213,0.004810065,0.00306282,0.009385503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001485183,"about_ca_system_score_gemma":0.003340056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00461806,"about_ca_topic_score_gemma":0.004904239,"domain_scores_codex":[0.9979482,0.0003189094,0.0002056659,0.0005092924,0.0007531592,0.0002647656],"domain_scores_gemma":[0.9976104,0.0006589706,0.000191123,0.0005621944,0.0005854514,0.0003917986],"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":[0.002532711,0.0006424577,0.007464404,0.002610923,0.0007043119,0.001342231,0.001766322,0.1088075,0.1290244,0.1083227,0.3055912,0.3311909],"study_design_scores_gemma":[0.0005148269,0.0003519438,0.003200708,0.0003035758,0.000149729,0.0006378263,0.0002665012,0.5584002,0.07329283,0.06132647,0.3012186,0.0003368171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004199482,0.0001452112,0.8189436,0.0002221199,0.00006681204,0.0003625571,0.00206713,0.171093,0.002900075],"genre_scores_gemma":[0.09653912,0.000527542,0.81849,0.000593593,0.00009034851,0.001525079,0.02733701,0.04530834,0.009588902],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0109451,"threshold_uncertainty_score":0.03661507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02586986680116412,"score_gpt":0.2816519004378844,"score_spread":0.2557820336367203,"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."}}