{"id":"W4238295017","doi":"10.1007/978-1-4419-7771-7_11","title":"Homostability","year":2010,"lang":"en","type":"book-chapter","venue":"Evolutionary Bioinformatics","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Genetic code; Speed wobble; Sequence (biology); Base pair; Redundancy (engineering); Base (topology); DNA; Code (set theory); Evolutionary biology; Biology; Genetics; Mathematics; Computer science; Physics","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004880202,0.0005609293,0.0007346267,0.0001760195,0.0002291641,0.0000573278,0.0004769822,0.001019188,0.005144916],"category_scores_gemma":[0.0005285237,0.0004935577,0.0004119166,0.00004365806,0.0003740604,0.0002350056,0.0002831301,0.001241094,0.00169693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001596537,"about_ca_system_score_gemma":0.0001951651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001506906,"about_ca_topic_score_gemma":0.00001048454,"domain_scores_codex":[0.9973046,0.00001130609,0.001286288,0.0002687025,0.0007303555,0.0003987319],"domain_scores_gemma":[0.9969448,0.0006897282,0.0006688662,0.001188082,0.0002730414,0.0002354531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006900344,0.00006191102,0.000003372572,0.0006770051,0.00006686961,0.000005621231,0.0001359599,3.680445e-7,0.000003660781,0.9828841,0.01460012,0.001554133],"study_design_scores_gemma":[0.0001329916,0.00003976925,0.00001173356,0.0001417779,0.00008438692,0.0000546629,0.00001375683,0.005927237,0.000003010543,0.7782789,0.2148485,0.0004632398],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006069958,0.0001135268,0.01439796,0.0002455308,0.000520656,0.0007010752,0.0005748291,0.0002757927,0.98311],"genre_scores_gemma":[0.0003882273,0.0001215891,0.3653143,0.0001894782,0.0003861264,0.00002642225,0.0003916057,0.0001495962,0.6330326],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3509164,"threshold_uncertainty_score":0.9997516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03190182468386044,"score_gpt":0.2694996103766261,"score_spread":0.2375977856927656,"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."}}