{"id":"W4364378282","doi":"10.1016/j.aml.2023.108674","title":"Stability estimate for a nonlinear coupled heat transfer model","year":2023,"lang":"en","type":"article","venue":"Applied Mathematics Letters","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Natural Science Foundation of China; McGill University","keywords":"Mathematics; Nonlinear system; Stability (learning theory); Heat transfer; Thermal conduction; Term (time); Mathematical analysis; Applied mathematics; Mechanics; Thermodynamics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001248421,0.001271701,0.00103742,0.0009730009,0.0007487476,0.001587779,0.0008625666,0.001423056,0.003968647],"category_scores_gemma":[0.005065736,0.0004477843,0.0009714928,0.0002637325,0.001578844,0.001366964,0.002950853,0.001950607,0.0005984346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001142913,"about_ca_system_score_gemma":0.00118259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006152823,"about_ca_topic_score_gemma":0.002409664,"domain_scores_codex":[0.9995692,0.0001438242,0.00001405001,0.0001156556,0.0001133948,0.0000437999],"domain_scores_gemma":[0.997736,0.001433552,0.0001876165,0.00008413869,0.0004550122,0.0001036536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003196194,0.00009085866,0.001287936,0.0002997614,0.0001617966,0.0001946003,0.000222974,0.8558638,0.0174483,0.1105158,0.002157311,0.01143726],"study_design_scores_gemma":[0.000003850073,0.00001455708,0.00008812405,0.000005652827,0.000007226442,0.000006657337,0.000007636496,0.9933913,0.0003998455,0.005910205,0.0001588372,0.000006185604],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07439552,0.0005216288,0.9059767,0.001233005,0.0001195294,0.0000930193,0.0001906114,0.0003213044,0.01714863],"genre_scores_gemma":[0.9567104,0.0003863614,0.02138943,0.000218134,0.0001396093,0.0002205819,0.0003549731,0.0002059745,0.02037459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006152823,"threshold_uncertainty_score":0.01327646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05793217667203351,"score_gpt":0.3003715246730228,"score_spread":0.2424393480009893,"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."}}