{"id":"W1973439543","doi":"10.4028/www.scientific.net/msf.426-432.137","title":"Multifunctional Coating Design for High-Temperature Materials","year":2003,"lang":"en","type":"article","venue":"Materials science forum","topic":"Material Properties and Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Materials science; Coating; Composite material; Engineering physics; Engineering","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002958663,0.0003058219,0.0003915284,0.0001159259,0.001503367,0.001279886,0.0006608214,0.0001239105,0.005253397],"category_scores_gemma":[0.0005306728,0.0002404954,0.00004091422,0.0003072068,0.0005209318,0.0007115781,0.0001409061,0.00004519114,0.0004595832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001053726,"about_ca_system_score_gemma":0.0002950368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001013446,"about_ca_topic_score_gemma":0.000003340905,"domain_scores_codex":[0.996936,0.0001638246,0.00064307,0.00079633,0.0004899811,0.000970809],"domain_scores_gemma":[0.9986216,0.000101973,0.0002697053,0.0005166607,0.0003202505,0.0001698041],"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":[0.0000817119,0.00004558725,0.000003518586,0.00003525539,0.000002248064,5.527004e-7,0.00004608454,0.0001177093,0.9461163,0.05194844,0.001573677,0.00002892845],"study_design_scores_gemma":[0.0004770443,0.0001407141,0.00005370703,0.00002999943,0.00001196854,0.00001692774,0.0001677994,0.00001086701,0.9897191,0.005710589,0.003321942,0.0003393611],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877399,0.00001841829,0.005091819,0.000528819,0.004554138,0.001279112,0.0004540867,0.0001869422,0.0001467467],"genre_scores_gemma":[0.9634096,0.000003923697,0.03460288,0.0003856411,0.0002785077,0.0007027591,0.00003960468,0.00004074474,0.0005363633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04623786,"threshold_uncertainty_score":0.9997966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0276237648630656,"score_gpt":0.2548662580029423,"score_spread":0.2272424931398767,"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."}}