{"id":"W2134773344","doi":"10.1093/bioinformatics/btn385","title":"An integrated approach for automating validation of extracted ion chromatographic peaks","year":2008,"lang":"en","type":"article","venue":"Bioinformatics","topic":"Advanced Proteomics Techniques and Applications","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Experimental Program to Stimulate Competitive Research; National Center for Research Resources; National Institutes of Health; Canadian Institute for Theoretical Astrophysics","keywords":"Computer science; Data mining; Software; Chromatography; Chemistry; 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":[0.008882326,0.001927082,0.001350154,0.004414927,0.001096531,0.00270072,0.003199527,0.001635473,0.005073967],"category_scores_gemma":[0.01730298,0.001226287,0.001364005,0.00242651,0.0006734754,0.001926339,0.002730727,0.002651362,0.005053658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008941219,"about_ca_system_score_gemma":0.002381471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001776085,"about_ca_topic_score_gemma":0.00312248,"domain_scores_codex":[0.9926528,0.0009662363,0.0007952705,0.001523062,0.00379644,0.0002661126],"domain_scores_gemma":[0.9837199,0.003949617,0.00112861,0.002699176,0.008081531,0.0004211077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005990603,0.0004561986,0.006062081,0.0005124812,0.0003260472,0.0002144206,0.0001897147,0.005678921,0.559783,0.001492213,0.009249381,0.4154366],"study_design_scores_gemma":[0.0001141486,0.0003238977,0.007519322,0.00006990664,0.0002690851,0.001044762,0.00005394224,0.114377,0.8515468,0.002258902,0.02218343,0.0002388229],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006847557,0.0001817301,0.9794037,0.0001031815,0.00008088903,0.0002199522,0.0005494291,0.01216406,0.000449423],"genre_scores_gemma":[0.01771493,0.00008896882,0.9787534,0.000129308,0.00002702655,0.0003007255,0.001509478,0.0008051987,0.0006709698],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008882326,"threshold_uncertainty_score":0.04697478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02352090867463234,"score_gpt":0.2744915744099728,"score_spread":0.2509706657353405,"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."}}