{"id":"W2008612762","doi":"10.1103/physrevlett.94.095901","title":"Thermal Diffusion Shock Waves","year":2005,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Field-Flow Fractionation Techniques","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Physics; Shock wave; Nonlinear system; Diffusion; Mechanics; Partial differential equation; Thermophoresis; Diffraction; Temperature gradient; Classical mechanics; Differential equation; Shock (circulatory); Thermodynamics; Optics; Heat transfer; Quantum mechanics","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":[0.00004413231,0.0001035396,0.0001497941,0.00002159997,0.00002250452,0.00001027513,0.0001003044,0.000009411421,0.0001507038],"category_scores_gemma":[0.00001608396,0.00008911648,0.00008926202,0.00008290389,0.00001382956,0.0001613809,0.00001574043,0.0001513227,0.0002803599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004552671,"about_ca_system_score_gemma":0.00000183641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001361357,"about_ca_topic_score_gemma":3.931759e-7,"domain_scores_codex":[0.9994915,0.00001703593,0.0001254854,0.00009823381,0.0001427711,0.000124974],"domain_scores_gemma":[0.9997288,0.00004740406,0.0000181517,0.0001581757,0.00001067017,0.00003679161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000221774,0.00009938688,0.00005969639,0.0009150641,0.00003586218,0.000003288129,0.0001213816,0.005787506,0.5342987,0.0008545296,0.1864679,0.2713544],"study_design_scores_gemma":[0.0002291346,0.00002924982,0.002995785,0.001218771,0.00006733484,0.000004361515,0.00000295306,0.1099872,0.05747253,0.0001551486,0.8271936,0.0006438837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9269574,0.01293818,0.01134956,0.03502915,0.0002765942,0.0006538776,0.000005305238,0.001984095,0.01080587],"genre_scores_gemma":[0.9803377,0.003396533,0.001238354,0.01441451,0.0005018286,0.00005001375,0.000006901334,0.00002614028,0.00002805588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6407257,"threshold_uncertainty_score":0.3634065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00901412827101444,"score_gpt":0.2550102473844981,"score_spread":0.2459961191134836,"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."}}