{"id":"W1623900593","doi":"10.1017/cbo9780511609725","title":"Dynamics of Self-Organized and Self-Assembled Structures","year":2009,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":204,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Non-equilibrium thermodynamics; Pattern formation; Statistical physics; Self-organization; Graduate students; Autocatalytic reaction; Physical science; Complex system; Statistical mechanics; Physical system; Nonlinear system; Structure formation; Soft matter; Living systems; Computer science; Nanotechnology; Physics; Engineering; Materials science; Artificial intelligence; Thermodynamics; Psychology","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":[0.00009905115,0.0002765024,0.0003794622,0.0002060624,0.000113056,0.00008702748,0.0008706805,0.0002976089,2.893819e-7],"category_scores_gemma":[0.000002149742,0.0003130066,0.00009813664,0.00002928005,0.00002467779,0.0002039592,0.0004718239,0.0002862172,0.000001270868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000276763,"about_ca_system_score_gemma":0.0002598808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004487797,"about_ca_topic_score_gemma":0.000006298957,"domain_scores_codex":[0.9988884,0.0000602849,0.0002145216,0.0003737607,0.0002573272,0.0002056772],"domain_scores_gemma":[0.998749,0.00004787467,0.0003487316,0.0005587621,0.0001848581,0.0001108012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001252822,0.00002718863,0.000008986736,0.0002076696,0.0001246418,0.00004389974,0.0002379165,0.000006171856,0.00003846125,0.9939006,0.003359385,0.002032548],"study_design_scores_gemma":[0.005678948,0.0007199528,0.001752637,0.0005301809,0.0009921953,0.0002427474,0.00007787463,0.5748954,0.001894232,0.001879761,0.4083534,0.002982656],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006546233,0.00007199596,0.04392612,0.00003356593,0.0001977929,0.0004817694,0.0001026885,0.0004203488,0.9482195],"genre_scores_gemma":[0.01131664,0.0003169628,0.03480975,0.0001338314,0.0001464838,4.380908e-7,0.0002300719,0.00005762453,0.9529882],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9920208,"threshold_uncertainty_score":0.9999322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006178613964148052,"score_gpt":0.1813677658687599,"score_spread":0.1751891519046119,"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."}}