{"id":"W4281250483","doi":"10.1038/s41477-022-01157-3","title":"Making it stick","year":2022,"lang":"en","type":"letter","venue":"Nature Plants","topic":"Chromosomal and Genetic Variations","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Subject (documents); DNA polymerase; Mechanism (biology); Quarter (Canadian coin); Computational biology; Polymerase; Biology; DNA; Evolutionary biology; Genetics; Geography; Computer science; World Wide Web; Archaeology; Philosophy; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006137075,0.0001777082,0.000177404,0.00001266022,0.0002619823,0.00005661523,0.0004096402,0.0008964085,0.01213087],"category_scores_gemma":[0.00003524054,0.00006509832,0.00009747496,0.0001440014,0.00001302854,0.00002122081,0.0001364171,0.002462037,0.0001279077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003342563,"about_ca_system_score_gemma":0.00001175098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002729803,"about_ca_topic_score_gemma":0.000164476,"domain_scores_codex":[0.9987712,0.00006365051,0.0001421189,0.0003403489,0.0004008303,0.000281858],"domain_scores_gemma":[0.9995202,0.000276024,0.0000947852,0.00006251789,0.00002081764,0.00002561714],"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":[0.000005072794,0.00001132659,0.0001041628,0.000006629222,0.00001882887,0.0001852115,0.00001919924,0.000001021664,0.0006349105,0.00001438709,0.995509,0.003490232],"study_design_scores_gemma":[0.00003642742,0.0000539457,0.003025401,0.00002421768,0.00001716355,0.00005862861,0.00001843022,0.000006774844,0.00001866726,0.0003983326,0.9961389,0.0002030712],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008343372,0.0008111589,1.732676e-7,0.9720742,0.0017353,0.0002272672,0.002737453,0.00009498194,0.01397612],"genre_scores_gemma":[0.04151505,0.00005140623,0.00005610726,0.9391441,0.007851121,0.00002956706,0.00518937,0.000002106607,0.006161225],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03317168,"threshold_uncertainty_score":0.9998393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03208994783619609,"score_gpt":0.2549454286030459,"score_spread":0.2228554807668498,"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."}}