{"id":"W4393259637","doi":"10.2139/ssrn.4775945","title":"Robustness and Evolvability: Revisited, Redefined and Applied","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Evolvability; Robustness (evolution); Computer science; Evolutionary biology; Biology; Genetics","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":[0.006159159,0.001264765,0.001738714,0.002869212,0.000906952,0.005347956,0.002714242,0.002479825,0.00394886],"category_scores_gemma":[0.02698293,0.0006905497,0.002169506,0.00226983,0.01123035,0.008955103,0.004889023,0.004566664,0.0004824472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002119448,"about_ca_system_score_gemma":0.0007834996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008124901,"about_ca_topic_score_gemma":0.0006520989,"domain_scores_codex":[0.9954315,0.00180925,0.0002874076,0.001341467,0.0008565665,0.0002738221],"domain_scores_gemma":[0.9855048,0.008759971,0.001196515,0.002992626,0.0009739335,0.0005721601],"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":[0.00008553939,0.00002557435,0.003559608,0.0003411839,0.0002006059,0.0002299441,0.0005044065,0.03050599,0.002875402,0.9066249,0.0008375413,0.05420934],"study_design_scores_gemma":[0.000008352729,0.00005927564,0.001507348,0.00007864866,0.00005320761,0.000291837,0.0001048933,0.09557705,0.0009675804,0.8988618,0.002442731,0.00004729311],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1672338,0.01124195,0.7706146,0.007487955,0.0005546985,0.00005332568,0.0003135036,0.0005449651,0.04195521],"genre_scores_gemma":[0.9456402,0.002417893,0.04778615,0.0003944238,0.0004422754,0.00006086465,0.0001079625,0.0002119759,0.002938291],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006159159,"threshold_uncertainty_score":0.0325731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005229748583631717,"score_gpt":0.2212838876903571,"score_spread":0.2160541391067254,"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."}}