{"id":"W2111080754","doi":"10.1142/s0217979203022453","title":"Global Instability, Limiting-State Selection and Nonlinear Pattern Formation","year":2003,"lang":"en","type":"article","venue":"International Journal of Modern Physics B","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Nonlinear system; Instability; Limiting; Statistical physics; Quantization (signal processing); Scaling; Boundary value problem; Eigenvalues and eigenvectors; Phase transition; Theoretical physics; Physics; Computer science; Mathematics; Mechanics; Condensed matter physics; Quantum mechanics; Mechanical engineering; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.0002988921,0.00008657452,0.0001098536,0.0000364345,0.00004926035,0.0001236844,0.0001683685,0.00002384516,0.00003483473],"category_scores_gemma":[0.00006298914,0.00007975128,0.00004971701,0.00007074812,0.00003250232,0.0006331874,0.0000298024,0.00007466925,0.00001150383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001408817,"about_ca_system_score_gemma":0.00006065844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005923279,"about_ca_topic_score_gemma":0.00000955931,"domain_scores_codex":[0.998945,0.00006829466,0.000357818,0.0001063048,0.0004130371,0.0001095726],"domain_scores_gemma":[0.9989594,0.00003136574,0.0003530912,0.00006024792,0.0005303485,0.00006558496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004080945,0.001348783,0.06715646,0.0001030647,0.0002178038,0.00002841521,0.005409212,0.0194375,0.4813543,0.02205038,0.0003744677,0.4021115],"study_design_scores_gemma":[0.005016165,0.0005254961,0.0239273,0.0002069548,0.00008289455,0.001147409,0.0005746686,0.1136287,0.2880152,0.5609201,0.005129765,0.0008252969],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7647336,0.00004100873,0.2339095,0.0001596771,0.0003349007,0.00004157647,0.00001991463,0.00001217548,0.0007477176],"genre_scores_gemma":[0.9981257,0.00002432881,0.001458554,0.0001746431,0.0001914347,0.000001716636,0.000003581366,0.000006558645,0.00001345481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5388697,"threshold_uncertainty_score":0.3252163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0207232792601443,"score_gpt":0.2718088543732288,"score_spread":0.2510855751130845,"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."}}