{"id":"W4385859484","doi":"10.2139/ssrn.4542909","title":"Oxidation Behaviour of Ni-Cr-Al Model Alloys in 480 °C Hydrogenated Steam","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Materials science; Metallurgy; Chemical engineering; 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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001749511,0.0004987581,0.0006240702,0.0007242516,0.00006989598,0.00007044212,0.0006819991,0.0006317045,0.00001135046],"category_scores_gemma":[0.00006444228,0.0005480629,0.0002406906,0.0004150908,0.00003669701,0.0001544475,0.0001922987,0.008026035,0.00002434101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002649623,"about_ca_system_score_gemma":0.002048262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001992789,"about_ca_topic_score_gemma":0.002318075,"domain_scores_codex":[0.9957551,0.0001138359,0.001010853,0.0004245863,0.0005951811,0.002100394],"domain_scores_gemma":[0.9989234,0.00003227984,0.0002994317,0.0004746868,0.0001560185,0.0001141797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002184926,0.0001013809,0.003979824,0.00007483075,0.0002025164,0.00002814634,0.0006022295,0.8175218,0.1757606,0.001058773,0.0003119962,0.0003360411],"study_design_scores_gemma":[0.01003567,0.001254513,0.02315825,0.004811379,0.001900201,0.001409818,0.003491317,0.6010983,0.2121,0.1322915,0.0002079355,0.00824108],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930224,0.0008935537,0.004286811,0.0001153438,0.0008954837,0.0003593118,0.0000315221,0.0003607654,0.00003477194],"genre_scores_gemma":[0.9959639,0.002608412,0.00035234,0.000008882332,0.0001348524,0.00004279495,0.0001473987,0.0002167512,0.0005247251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2164235,"threshold_uncertainty_score":0.9996971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01498899191890846,"score_gpt":0.2520518204876802,"score_spread":0.2370628285687718,"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."}}