{"id":"W4401091888","doi":"10.1002/ces2.10230","title":"Material selection and manufacturing for high‐temperature heat exchangers: Review of state‐of‐the‐art development, opportunities, and challenges","year":2024,"lang":"en","type":"article","venue":"International Journal of Ceramic Engineering & Science","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint-Gobain (Canada)","funders":"Advanced Research Projects Agency - Energy","keywords":"Heat exchanger; Ceramic; Materials science; Mechanical engineering; Process engineering; Engineering; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00206967,0.001217598,0.001326534,0.002505585,0.0004374741,0.001760534,0.001366703,0.001635201,0.00248233],"category_scores_gemma":[0.001705072,0.0009588087,0.001167094,0.0029796,0.0006962694,0.002369098,0.000832089,0.001552394,0.001458976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005183218,"about_ca_system_score_gemma":0.001043761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007841199,"about_ca_topic_score_gemma":0.0008832937,"domain_scores_codex":[0.9989716,0.0001099751,0.0001321287,0.0002479893,0.0004685902,0.00006969941],"domain_scores_gemma":[0.9984034,0.000826372,0.0002772872,0.00006577503,0.0003796076,0.00004768053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001180243,0.0003008402,0.000762651,0.05330081,0.0001798632,0.000274045,0.0002175034,0.002778961,0.02788488,0.02523286,0.01301623,0.8759333],"study_design_scores_gemma":[0.00003063048,0.0006734214,0.001657348,0.007781682,0.0003259128,0.00145845,0.0002878033,0.002807623,0.03163982,0.008634973,0.9445782,0.0001241476],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001291706,0.9944645,0.002137407,0.0002233894,0.0002017099,0.00001849851,0.000032391,0.00002051336,0.001610001],"genre_scores_gemma":[0.00741419,0.9877389,0.003215251,0.0002374239,0.0002798429,0.00003367779,0.00007655003,0.00001462205,0.0009894711],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002505585,"threshold_uncertainty_score":0.01094556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02214001002958346,"score_gpt":0.2382060943404219,"score_spread":0.2160660843108385,"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."}}