{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007743941,0.0007438819,0.0006746784,0.001210364,0.0006989294,0.003016,0.0009006724,0.001557199,0.006990271],"category_scores_gemma":[0.002069093,0.0002694936,0.0006376259,0.001654785,0.00233601,0.004515793,0.001186857,0.002359914,0.001189646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00196115,"about_ca_system_score_gemma":0.0009414344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003802126,"about_ca_topic_score_gemma":0.002938307,"domain_scores_codex":[0.9994133,0.0002097956,0.0000298064,0.0001132611,0.0001743997,0.00005951155],"domain_scores_gemma":[0.9992751,0.0004037384,0.00008161875,0.00007068332,0.0001090386,0.00005981301],"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":[0.000003904069,0.000003189345,0.00002974579,0.00002605587,0.000003739174,0.000017703,0.00003264768,0.002568036,0.0001046747,0.9929261,0.001578413,0.002705703],"study_design_scores_gemma":[0.000004416157,0.00000573076,0.00004169549,0.00002547594,0.000004002184,0.00002386141,0.00002114435,0.01253118,0.00007286421,0.9701504,0.01711417,0.000005119091],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02317207,0.04389067,0.6887735,0.02950709,0.001881487,0.0001066112,0.00157433,0.0005508114,0.2105434],"genre_scores_gemma":[0.7524328,0.04172011,0.1285143,0.004799403,0.003575247,0.0004792137,0.001432333,0.0002107593,0.06683581],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006990271,"threshold_uncertainty_score":0.02338481,"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."}}