{"id":"W1986246000","doi":"10.1038/nmeth1109-797","title":"You too can play with an edge","year":2009,"lang":"en","type":"letter","venue":"Nature Methods","topic":"Genomics and Chromatin Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computational biology; Function (biology); Gene; Biology; Isolation (microbiology); Genetics; Protein function; Cell biology; Bioinformatics","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":[0.0003908144,0.000450632,0.0003859364,0.0000744678,0.00008500463,0.00006818874,0.0005805882,0.003378947,0.00001622148],"category_scores_gemma":[0.00005873798,0.0003662168,0.0001418056,0.00009935458,0.0000688409,0.000001858559,0.00008524289,0.002423954,0.000002005937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003956558,"about_ca_system_score_gemma":0.0002045293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001267634,"about_ca_topic_score_gemma":0.00004614204,"domain_scores_codex":[0.9980846,0.0003224995,0.0002199414,0.0007451513,0.0001980432,0.0004297779],"domain_scores_gemma":[0.9985567,0.00002326165,0.0001806461,0.001021456,0.0001275741,0.00009032228],"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":[0.00006308215,0.00004488883,0.00004072331,0.00007475386,0.0002073351,0.000134478,0.00005781606,0.00003347484,0.03953217,0.00005441134,0.9262839,0.03347299],"study_design_scores_gemma":[0.0002911607,0.0005723908,0.0001716487,0.00001815918,0.00008358364,0.0001079568,0.000008965772,0.00005363427,0.01233258,0.0003181782,0.9854834,0.0005583545],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1054941,0.02345037,0.0817888,0.7236385,0.00734634,0.003294009,0.002080915,0.000354777,0.05255213],"genre_scores_gemma":[0.0009832875,0.0001340678,0.4461602,0.5332829,0.005875752,0.00002269583,0.005039263,0.0001424872,0.008359343],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3643714,"threshold_uncertainty_score":0.999879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007478934373703337,"score_gpt":0.3051642826121351,"score_spread":0.2976853482384318,"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."}}