{"id":"W3174337114","doi":"10.1063/5.0058345","title":"Introduction to Focus Issue: Dynamical disease: A translational approach","year":2021,"lang":"en","type":"article","venue":"Chaos An Interdisciplinary Journal of Nonlinear Science","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Society for Mathematical Biology; Simons Foundation","keywords":"Dynamical systems theory; Redress; Analogy; Focus (optics); Statistical physics; Computer science; Field (mathematics); Nonlinear dynamical systems; Dynamical system (definition); Cognitive science; Management science; Mathematics; Physics; Psychology; Epistemology; Engineering; Quantum mechanics; Political science; Nonlinear system; Pure mathematics; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002957389,0.001209488,0.001345482,0.003372594,0.001451931,0.004318748,0.001492783,0.006814645,0.03479924],"category_scores_gemma":[0.009802326,0.0003201951,0.001098042,0.001349238,0.002995445,0.005088986,0.003337105,0.009490024,0.01123474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001787587,"about_ca_system_score_gemma":0.001971047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008355352,"about_ca_topic_score_gemma":0.0009678948,"domain_scores_codex":[0.9989495,0.0002702498,0.0001392372,0.000208008,0.0003236725,0.0001094355],"domain_scores_gemma":[0.9919285,0.004649378,0.0003941564,0.0003332582,0.001393446,0.001301372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003586711,0.00004054233,0.000165916,0.0006451534,0.00001293707,0.0001411631,0.0001638038,0.00007908502,0.0003420916,0.02747788,0.9200239,0.0508717],"study_design_scores_gemma":[0.0000105691,0.00005036916,0.0005357956,0.0009786774,0.00001179815,0.0003920807,0.0001149698,0.0001204446,0.00008625224,0.01542368,0.9822635,0.00001170174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0005253672,0.1217444,0.005685156,0.288518,0.5633813,0.0001362599,0.0006316128,0.0001595517,0.01921847],"genre_scores_gemma":[0.004663526,0.0948636,0.002354654,0.129273,0.7374153,0.0002092089,0.00043379,0.0001962461,0.03059073],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03479924,"threshold_uncertainty_score":0.1164151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009182642357932072,"score_gpt":0.297375456941156,"score_spread":0.2881928145832239,"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."}}