{"id":"W2331331622","doi":"10.1103/physreve.91.032102","title":"Universality classes for thermal transport in one-dimensional oscillator systems","year":2015,"lang":"en","type":"article","venue":"Physical Review E","topic":"Thermal properties of materials","field":"Materials Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Cape Breton University","keywords":"Omega; Thermal conductivity; Physics; Universality (dynamical systems); Quartic function; Thermal; Mathematical physics; Mathematics; Condensed matter physics; Quantum mechanics; Mathematical analysis; Combinatorics; Thermodynamics; Pure mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008950489,0.0001474721,0.0005412015,0.00001386901,0.00003013323,0.00002182769,0.000257168,0.00003017771,0.0001090646],"category_scores_gemma":[0.0001416832,0.0001092439,0.00009072328,0.00005853012,0.00007673215,0.0002370078,0.00004303739,0.00005223207,0.0003868605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008603673,"about_ca_system_score_gemma":0.0001167847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001712012,"about_ca_topic_score_gemma":0.000005239435,"domain_scores_codex":[0.9986218,0.000188863,0.00032293,0.0002796093,0.000318546,0.0002682557],"domain_scores_gemma":[0.9992936,0.00009312774,0.0001069768,0.0002594692,0.0001132391,0.0001335354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002347093,0.0002868693,0.0001389456,0.002179596,0.00001095377,0.000005241417,0.0001253123,0.0004582405,0.990967,0.00429507,0.0009592214,0.0003387759],"study_design_scores_gemma":[0.01165173,0.0022144,0.01668965,0.02535856,0.0009432659,0.00003309522,0.0004122005,0.00330839,0.6040403,0.006238363,0.3244133,0.004696781],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936684,0.004091128,0.00001983285,0.0004086404,0.0003735269,0.0008058294,0.00006461488,0.00006039295,0.0005076296],"genre_scores_gemma":[0.9990202,0.00009694364,0.0001887919,0.0002929689,0.0002296906,0.00007965179,0.000009333411,0.00001905707,0.00006339005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3869268,"threshold_uncertainty_score":0.4972439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08615898965629211,"score_gpt":0.3088733569529385,"score_spread":0.2227143672966465,"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."}}