{"id":"W2755474725","doi":"10.1002/cjce.23019","title":"Corrosion‐resistant coating development with potential application in equipment of low‐temperature waste heat recovery","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Materials science; Corrosion; Coating; Inconel; Slurry; Heat exchanger; Metallurgy; Composite material; Heat transfer; Fluoropolymer; Layer (electronics); Alloy; Polymer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001813237,0.0001029865,0.000163608,0.00008860978,0.00007150773,0.00005458354,0.0002191491,0.00006493416,0.000004206906],"category_scores_gemma":[0.00002630551,0.00007914263,0.00003162642,0.00006599022,0.00002507749,0.0001164948,0.000006337097,0.0002451529,3.59102e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000233595,"about_ca_system_score_gemma":0.0001913714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002058663,"about_ca_topic_score_gemma":0.0006539357,"domain_scores_codex":[0.9993022,0.000004705414,0.0003049461,0.00005826323,0.0001402973,0.0001895571],"domain_scores_gemma":[0.9995918,0.00001633073,0.00003291251,0.0001416129,0.00006129244,0.000156031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000134667,0.000002420314,0.00005913368,0.00005790905,0.00001001767,0.000009031904,0.0001879605,0.590907,0.4084503,0.0000135232,0.000008087414,0.0002811011],"study_design_scores_gemma":[0.0005705442,0.00002798346,0.0007942038,0.0006717438,0.00001691972,0.00003912877,0.0000298063,0.09692407,0.900682,0.00000903408,0.00006042628,0.0001741119],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806249,0.0001385532,0.01882933,0.0001075541,0.0001298296,0.00009339792,0.000003590013,0.000007702149,0.00006512553],"genre_scores_gemma":[0.9984103,0.00000556903,0.001482278,0.000008330087,0.00006396478,0.000004060973,0.000003567789,0.00001956214,0.000002321991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4939829,"threshold_uncertainty_score":0.3227343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004255876354995889,"score_gpt":0.16801469345474,"score_spread":0.1637588170997442,"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."}}