{"id":"W2554354547","doi":"10.1038/nbt.3689","title":"SPLASH, a hashed identifier for mass spectra","year":2016,"lang":"en","type":"article","venue":"Nature Biotechnology","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":75,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Bioscience Database Center; Institute of Genetics; Leibniz-Institut für Pflanzenbiochemie; Skaggs School of Pharmacy and Pharmaceutical Sciences; Information Technology Laboratory; University of Alberta; European Commission; Eidgenössische Anstalt für Wasserversorgung Abwasserreinigung und Gewässerschutz; RIKEN; Leibniz-Gemeinschaft; University of California, San Diego; National Institutes of Health; National Institute of General Medical Sciences; King Abdulaziz University; National Institute of Diabetes and Digestive and Kidney Diseases; Wellcome Trust; Biotechnology and Biological Sciences Research Council; Universiteit Maastricht; European Molecular Biology Laboratory; U.S. Department of Commerce; National Institute of Standards and Technology; European Bioinformatics Institute; Medical Research Council; Helmholtz-Zentrum für Umweltforschung; National Science Foundation","keywords":"Splash; Identifier; Computer science; Computer graphics (images); Engineering; Computer network","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002018845,0.001574096,0.0009155331,0.00250514,0.0009097887,0.001801662,0.00179692,0.001203952,0.08840912],"category_scores_gemma":[0.008075914,0.0007021647,0.0005247151,0.002496539,0.0004979572,0.003516185,0.002824002,0.001879152,0.04660831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005065177,"about_ca_system_score_gemma":0.0009786376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004041778,"about_ca_topic_score_gemma":0.0006134982,"domain_scores_codex":[0.9987456,0.0001649076,0.0002125575,0.0002739856,0.0004371434,0.0001658421],"domain_scores_gemma":[0.9951372,0.001101461,0.0006669521,0.001540228,0.001115796,0.0004384223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004091233,0.0001579469,0.003359309,0.00195138,0.0001819984,0.000851871,0.0003209127,0.001235817,0.1288519,0.01942319,0.5170956,0.3224788],"study_design_scores_gemma":[0.0003534197,0.0003968872,0.004052149,0.0003228209,0.000105505,0.002247456,0.0001898116,0.02644148,0.1679346,0.0294365,0.7682822,0.0002371389],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01789903,0.001487777,0.5839203,0.001419828,0.003777248,0.0003479132,0.1127428,0.254011,0.0243941],"genre_scores_gemma":[0.08676763,0.001131196,0.6396229,0.001975913,0.001104407,0.0009083095,0.199674,0.02648694,0.0423287],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08840912,"threshold_uncertainty_score":0.295758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005100525576545958,"score_gpt":0.2470514980897,"score_spread":0.2419509725131541,"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."}}