{"id":"W3155130822","doi":"10.1093/gbe/evab082","title":"Genetic Context Significantly Influences the Maintenance and Evolution of Degenerate Pathways","year":2021,"lang":"en","type":"article","venue":"Genome Biology and Evolution","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute of General Medical Sciences","keywords":"Biology; Context (archaeology); Evolutionary biology; Biological evolution; Genetics; Paleontology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004664279,0.0004970168,0.0004909007,0.0005087538,0.0004311849,0.001093313,0.0004483603,0.0006414194,0.001759402],"category_scores_gemma":[0.001390939,0.000331772,0.0002655521,0.0002932621,0.0005568885,0.0005445454,0.001660441,0.001270457,0.0002796209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004727742,"about_ca_system_score_gemma":0.0004787458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000823724,"about_ca_topic_score_gemma":0.002245429,"domain_scores_codex":[0.9993876,0.0001332356,0.00006086662,0.0001758485,0.0001421802,0.0001003006],"domain_scores_gemma":[0.9993223,0.0002573419,0.00014879,0.00008148097,0.00005398717,0.0001361932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001787037,0.00006769981,0.005948202,0.00008404472,0.00003469822,0.0002896338,0.00008024187,0.001071759,0.984742,0.0008358703,0.00004364326,0.006623364],"study_design_scores_gemma":[0.00008853989,0.001850455,0.1916143,0.0001642572,0.000446772,0.003924411,0.001000374,0.04199227,0.7400715,0.004237662,0.01432094,0.0002885775],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955456,0.0003417121,0.002399832,0.00005925236,0.00001419986,0.0000148029,0.00007277255,0.00005068635,0.001501029],"genre_scores_gemma":[0.9972932,0.0002407088,0.001737078,0.00006443965,0.000004308677,0.00001435296,0.00009595044,0.00004710218,0.0005028791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001759402,"threshold_uncertainty_score":0.005885839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007702739840065832,"score_gpt":0.214875144843243,"score_spread":0.2071724050031772,"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."}}