{"id":"W97890272","doi":"10.1007/0-387-28111-8_13","title":"Genetic Programming Inside a Cell","year":2006,"lang":"en","type":"book-chapter","venue":"Kluwer Academic Publishers eBooks","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"lac operon; Operon; Genetic programming; In silico; Gene; Computational biology; Biology; Computer science; Genetics; Escherichia coli; Artificial intelligence","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":[0.0001553222,0.0003291263,0.0002409057,0.0001940856,0.0004907278,0.001620854,0.000540853,0.0008009967,0.005757907],"category_scores_gemma":[0.0004697358,0.0001799232,0.0004704077,0.0002554237,0.001562777,0.001574925,0.0008050243,0.001157915,0.001484411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005891636,"about_ca_system_score_gemma":0.0005604214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009588028,"about_ca_topic_score_gemma":0.0005964439,"domain_scores_codex":[0.9998878,0.00003054777,0.00000430449,0.00003205295,0.00003484146,0.00001047796],"domain_scores_gemma":[0.9998599,0.00006369129,0.000009003029,0.00002940331,0.00001724576,0.00002059994],"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":[0.0000173622,0.00001846299,0.0001578783,0.00008118976,0.000009416672,0.0001335298,0.0003362607,0.02403452,0.006994077,0.9353392,0.004919688,0.02795831],"study_design_scores_gemma":[0.00002247764,0.000042856,0.0001306168,0.00008065797,0.00001445552,0.0002250921,0.000119242,0.05160081,0.005109875,0.57814,0.364492,0.0000218708],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.04038508,0.004725646,0.6494162,0.007481644,0.001067278,0.00006915867,0.0002157009,0.001246811,0.2953925],"genre_scores_gemma":[0.4742593,0.009145834,0.3506621,0.002193424,0.0004033249,0.0003757863,0.0003335003,0.0005575722,0.1620692],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005757907,"threshold_uncertainty_score":0.01926208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009537106723398962,"score_gpt":0.2107835902350029,"score_spread":0.2012464835116039,"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."}}