{"id":"W1997202105","doi":"10.1016/j.ijheatmasstransfer.2010.11.035","title":"Estimation of boundary conditions in the presence of unknown moving boundary caused by ablation","year":2010,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Tikhonov regularization; Heat flux; Mechanics; Materials science; Regularization (linguistics); Inverse problem; Surface (topology); Boundary (topology); Conjugate gradient method; Boundary value problem; Flux (metallurgy); Heat transfer; Computer science; Mathematics; Mathematical optimization; Physics; Mathematical analysis; 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":[0.0008880767,0.00007732018,0.0001835723,0.0001377552,0.00003589045,0.00003327239,0.0002302669,0.0000605714,0.00007957641],"category_scores_gemma":[0.0003907468,0.00005658699,0.00006820199,0.00008757168,0.0001971539,0.0003019038,0.000009792942,0.0003086068,2.785109e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002050303,"about_ca_system_score_gemma":0.00007078658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002651826,"about_ca_topic_score_gemma":0.00001854642,"domain_scores_codex":[0.9987016,0.0001176326,0.0005789237,0.00007037115,0.000452196,0.00007928798],"domain_scores_gemma":[0.9985644,0.0009814569,0.0001063274,0.00008455214,0.0002335247,0.00002969981],"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":[0.0002843732,0.0006842426,0.006083752,0.000283865,0.000317885,0.00002831906,0.00631115,0.001063915,0.8488026,0.1153732,0.001457445,0.01930934],"study_design_scores_gemma":[0.00271396,0.0003180919,0.005488861,0.0005632089,0.000149298,0.0001739137,0.0005285515,0.01942184,0.1059164,0.8605347,0.003963943,0.0002272818],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8115249,0.00009815457,0.1860174,0.001180485,0.0004991953,0.000132965,0.00003482222,0.00000388994,0.0005081999],"genre_scores_gemma":[0.9769726,0.00005237781,0.02284379,0.00005154251,0.00004728786,0.000004103661,0.000004532517,0.000007414268,0.00001637121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7451615,"threshold_uncertainty_score":0.2307551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02769782881029043,"score_gpt":0.3401222263680485,"score_spread":0.3124243975577581,"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."}}