{"id":"W4299419049","doi":"10.1007/978-1-4419-1428-6_1011","title":"Evolutionary Learning and Stochastic Process Algebra","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Process (computing); Computer science; Stochastic process; Algebra over a field; Mathematics; Pure mathematics; Statistics; Programming language","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"],"consensus_categories":[],"category_scores_codex":[0.00008269025,0.0002660108,0.0002224023,0.00006309947,0.00009408909,0.00001188488,0.00009355261,0.000396768,0.0004497667],"category_scores_gemma":[0.00001296556,0.0002587441,0.000113806,0.00001570811,0.0001026969,0.00000187556,0.0001309251,0.0001776102,0.00005020977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001341324,"about_ca_system_score_gemma":0.00006098907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001114078,"about_ca_topic_score_gemma":0.000005092696,"domain_scores_codex":[0.9990462,0.00001339243,0.0001738142,0.0003955436,0.0001502824,0.0002207351],"domain_scores_gemma":[0.9994568,0.000007157411,0.0001168639,0.000205675,0.00008776729,0.0001257717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001459386,0.0007347691,0.03003467,0.003444331,0.02629533,0.0001101116,0.0009539294,0.05558302,0.1295836,0.2364858,0.1352627,0.3800523],"study_design_scores_gemma":[0.0008790842,0.0005367432,0.001158505,0.0002102202,0.001635305,0.0002645271,0.00009806913,0.001701616,0.001412294,0.01017249,0.979078,0.002853156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02762525,0.1679359,0.01182724,0.0001533562,0.0003747729,0.0008409768,0.00002930328,0.0001611068,0.7910521],"genre_scores_gemma":[0.4782934,0.0005303027,0.0001490183,0.00004450005,0.0006362128,0.000008349498,0.0002663121,0.00006229471,0.5200096],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8438153,"threshold_uncertainty_score":0.9999865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006819263733032706,"score_gpt":0.2210450387263493,"score_spread":0.2142257749933166,"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."}}