{"id":"W2097832906","doi":"10.1093/imamat/67.2.177","title":"Thermal runaway and microwave heating in thin cylindrical domains","year":2002,"lang":"en","type":"article","venue":"IMA Journal of Applied Mathematics","topic":"Thermal and Kinetic Analysis","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Hong Kong; City University of Hong Kong","keywords":"Cylinder; Nonlinear system; Thermal runaway; Mechanics; Physics; Mathematical analysis; Mathematics; Geometry; Thermodynamics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005746368,0.0001271804,0.0003703315,0.00009885193,0.00005434363,0.00006259106,0.0001898957,0.00006135018,0.0004526924],"category_scores_gemma":[0.00003689232,0.00009038292,0.00006553913,0.0001258572,0.00009156558,0.00007882121,0.00004611296,0.0001860911,0.00003924555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002826497,"about_ca_system_score_gemma":0.00001055333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000270331,"about_ca_topic_score_gemma":0.000002466026,"domain_scores_codex":[0.9987758,0.00001912655,0.0006195299,0.0001072667,0.0002661968,0.0002120932],"domain_scores_gemma":[0.9992404,0.0001550323,0.0003539026,0.0001228724,0.00004031562,0.00008747714],"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":[0.00002594361,0.0002132543,0.00004804211,0.00005080235,0.00001903275,0.00003756299,0.005374668,0.0004732971,0.9839456,0.006295393,0.00004501745,0.003471404],"study_design_scores_gemma":[0.006364776,0.0005253381,0.002050273,0.0006818338,0.000510992,0.001212133,0.009689176,0.04700663,0.8460944,0.08368699,0.0009061405,0.001271357],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816683,0.0002781391,0.003886031,0.0001484062,0.00004035881,0.00006739394,0.000001490415,0.000008474962,0.01390141],"genre_scores_gemma":[0.9166377,0.00003614173,0.08310181,0.00007924646,0.0000914307,0.000001478301,1.029396e-7,0.00001272955,0.00003936087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1378512,"threshold_uncertainty_score":0.4956664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01479456132586465,"score_gpt":0.22547307162851,"score_spread":0.2106785103026454,"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."}}