{"id":"W4376881442","doi":"10.31399/asm.cp.itsc2023p0667","title":"High Entropy Oxides as Promising Materials for Thermal Barrier Topcoats—A Review","year":2023,"lang":"en","type":"article","venue":"Thermal spray","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Concordia University","funders":"","keywords":"Materials science; Sintering; Thermal stability; Ceramic; Thermodynamics; High entropy alloys; Composite material; Chemical engineering; Microstructure","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006365419,0.00029166,0.0004173414,0.00006838737,0.000121912,0.00009223088,0.0002785558,0.0001352746,0.001239453],"category_scores_gemma":[0.0001629831,0.000249696,0.0001097535,0.0002282778,0.00003367518,0.0001627348,0.0000509923,0.0001533161,0.0007206641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008103159,"about_ca_system_score_gemma":0.00003439697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002035774,"about_ca_topic_score_gemma":0.000002415901,"domain_scores_codex":[0.9984703,0.00007506758,0.0003922704,0.0002605633,0.0002733344,0.0005284353],"domain_scores_gemma":[0.9992706,0.00009338669,0.00005958971,0.0003920033,0.00007239197,0.000112008],"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":[0.00001527511,0.000007749833,0.0000356514,0.0005123122,0.00003158415,0.00001755705,0.0001927341,0.0005207852,0.9951979,0.0003377828,0.002632267,0.0004983975],"study_design_scores_gemma":[0.0003462801,0.00005013777,0.001339975,0.0007340033,0.00007846719,0.000006341365,0.00001423757,0.0000149955,0.9845613,0.00002955313,0.01247262,0.0003521472],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956638,0.0007423966,0.00002567623,0.0002345453,0.001020373,0.0009167882,0.00006946774,0.001133703,0.0001932938],"genre_scores_gemma":[0.9968706,0.0002541037,0.0007382214,0.0002136731,0.0005730916,0.0002833836,0.00007792651,0.0001473204,0.0008416793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01063667,"threshold_uncertainty_score":0.9999955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01387942537039154,"score_gpt":0.2582317121915279,"score_spread":0.2443522868211363,"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."}}