{"id":"W3153969411","doi":"10.3390/math9080867","title":"Boolean Networks Models in Science and Engineering","year":2021,"lang":"en","type":"article","venue":"Mathematics","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Junta de Comunidades de Castilla-La Mancha; Universidad de Castilla-La Mancha; Ministerio de Ciencia, Innovación y Universidades","keywords":"Generalization; Cellular automaton; Quarter (Canadian coin); Automaton; Boolean network; Computer science; Theoretical computer science; Boolean function; Artificial intelligence; Epistemology; Algorithm; Philosophy; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002629934,0.00007066743,0.00009656433,0.00003923653,0.00003108472,0.00002903522,0.0000877631,0.00004735779,0.000002897904],"category_scores_gemma":[0.00006826831,0.00007296851,0.00002203796,0.0002548635,0.00004921709,0.000003319829,0.0001323676,0.0000422236,7.145726e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001305781,"about_ca_system_score_gemma":0.00005446293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.672378e-7,"about_ca_topic_score_gemma":0.00001066044,"domain_scores_codex":[0.9994113,0.000006704289,0.0001190133,0.0001837802,0.0001136544,0.0001655616],"domain_scores_gemma":[0.9996033,0.000006574757,0.00002353581,0.0002453886,0.00007113632,0.0000500876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002874855,0.00009385512,0.00109365,0.00008974983,0.00004908289,0.00002109759,0.0002908561,0.5777444,0.4134112,0.004785611,0.0003343166,0.002083324],"study_design_scores_gemma":[0.0001281237,0.00001102058,0.0004638509,0.00002578301,0.00001433489,0.00003419418,0.00009447499,0.9752269,0.02271336,0.0007246756,0.0004264078,0.000136879],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9477137,0.001309938,0.05023276,0.0000360434,0.0000320217,0.00004280073,4.731646e-7,0.000007244279,0.0006250703],"genre_scores_gemma":[0.9861259,0.0001142712,0.01352439,0.00004162491,0.00004572688,0.000003592158,0.000003600133,0.00001081354,0.0001301048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3974825,"threshold_uncertainty_score":0.2975569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00836559977208489,"score_gpt":0.2093067752356259,"score_spread":0.200941175463541,"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."}}