{"id":"W4247458062","doi":"10.1038/nbt.2657","title":"Network cleanup","year":2013,"lang":"en","type":"letter","venue":"Nature Biotechnology","topic":"RNA Research and Splicing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Chemistry; Business; Environmental science; Computational biology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0001396516,0.0003690918,0.0003445426,0.0001558325,0.0001083076,0.00004027062,0.0009434464,0.01507806,0.0001076731],"category_scores_gemma":[0.0002015486,0.0003259932,0.0001635202,0.000209126,0.0002469022,0.000001912457,0.0004775245,0.00678718,0.0002857218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003134544,"about_ca_system_score_gemma":0.00009911782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002154073,"about_ca_topic_score_gemma":0.00001283626,"domain_scores_codex":[0.9977019,0.0000758422,0.0002255192,0.0008117207,0.0002444297,0.0009405435],"domain_scores_gemma":[0.9985465,0.00002157812,0.0001263149,0.001142635,0.0001036614,0.000059311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001277046,0.000006114627,0.0000214568,0.00002856802,0.00007494695,0.00009264523,4.37418e-7,0.000001465601,0.06493317,0.0001600431,0.9312693,0.003399017],"study_design_scores_gemma":[0.000177506,0.0002400662,0.00002071219,0.00002387113,0.00001324909,0.00007306257,0.000002567489,0.000009623612,0.02352601,0.0004401233,0.9751345,0.0003386978],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009435255,0.01078517,0.0002371226,0.975457,0.001051318,0.0005051571,0.00003423106,0.0001519898,0.002342757],"genre_scores_gemma":[0.004806175,0.001131398,0.001605258,0.9427352,0.01304967,0.00008135168,0.001331717,0.0001288186,0.03513043],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04386513,"threshold_uncertainty_score":0.9999192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005893397976050623,"score_gpt":0.2432680748200581,"score_spread":0.2373746768440075,"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."}}