{"id":"W4360978722","doi":"10.1139/tcsme-2022-0157","title":"Solutions of one-dimensional inverse heat conduction problems: a review","year":2023,"lang":"en","type":"review","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermal conduction; Heat transfer; Surface (topology); Mechanics; Heat flux; Inverse; Inverse problem; Flow (mathematics); Heat flow; Fluid dynamics; Mechanical engineering; Computer science; Materials science; Thermodynamics; Mathematics; Physics; Engineering; Thermal; Mathematical analysis; Geometry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001351362,0.0003621036,0.001644242,0.0001332668,0.0002336156,0.000008267899,0.0005129414,0.0004815516,0.00008055715],"category_scores_gemma":[0.0007033587,0.0003064844,0.003184782,0.001103537,0.0001117092,0.00007134076,0.00003087094,0.0007514765,0.000005277088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007979248,"about_ca_system_score_gemma":0.000952118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003370212,"about_ca_topic_score_gemma":0.004314094,"domain_scores_codex":[0.997568,0.00009953364,0.001157958,0.000336233,0.0003490838,0.0004892114],"domain_scores_gemma":[0.9974863,0.001097113,0.0003130649,0.0006608918,0.0001823728,0.0002602499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003761313,0.000234184,9.162292e-9,0.8225362,0.005593908,7.111237e-7,0.000210668,0.006328007,0.0002695477,0.07044943,0.01230527,0.0820683],"study_design_scores_gemma":[0.0004772741,0.0001286428,1.459775e-8,0.1886339,0.01160887,0.0000477756,0.00004347181,0.01640361,0.0001438908,0.02883917,0.7526757,0.0009977781],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.835259e-7,0.8170987,0.1763674,0.0004219135,0.001144233,0.003805823,0.0009923972,0.0001505272,0.0000186625],"genre_scores_gemma":[0.000001731742,0.8282528,0.1705743,0.00006024692,0.00005308184,0.000693147,0.00002154443,0.0001400476,0.0002031435],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7403703,"threshold_uncertainty_score":0.9999387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2439078739857863,"score_gpt":0.3599789760308662,"score_spread":0.1160711020450799,"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."}}