{"id":"W4403222759","doi":"10.2139/ssrn.4980656","title":"Dealloying And Intergranular Attack Of Monel 400 In Nuclear Steam Generators","year":2024,"lang":"lt","type":"preprint","venue":"SSRN Electronic Journal","topic":"Advanced materials and composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Monel; Intergranular corrosion; Superheated steam; Boiler (water heating); Materials science; Nuclear engineering; Metallurgy; Waste management; Engineering; Corrosion","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":[0.0002068879,0.0001992578,0.0004963351,0.0004434283,0.0006623514,0.0006249874,0.0003764643,0.0006105591,0.004427564],"category_scores_gemma":[0.0005700532,0.0001480343,0.0001926089,0.0002019717,0.0005861352,0.0005272424,0.0006411963,0.0004741971,0.0003537347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005567653,"about_ca_system_score_gemma":0.0002312933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003304278,"about_ca_topic_score_gemma":0.003325801,"domain_scores_codex":[0.9998763,0.00001579043,0.000004321691,0.00002361913,0.00003767906,0.0000423954],"domain_scores_gemma":[0.9997908,0.00007191243,0.00003448567,0.00002345975,0.00003793561,0.00004140716],"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":[0.008402084,0.0005435417,0.05048564,0.0002374988,0.0001133527,0.00374941,0.00125986,0.177078,0.7043042,0.006762841,0.001677272,0.04538638],"study_design_scores_gemma":[0.0001571655,0.002025044,0.1247187,0.00002135276,0.0000621259,0.0004640244,0.001818248,0.3959901,0.4673785,0.003211513,0.004096516,0.00005674452],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976572,0.00006008496,0.0005558138,0.00003446344,0.000005790895,0.00000537813,0.00002897508,0.00002854075,0.001623737],"genre_scores_gemma":[0.9988802,0.00001362928,0.00008543579,0.000003842938,0.0000015066,0.000001317211,0.00002570148,0.000007596741,0.0009806578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004427564,"threshold_uncertainty_score":0.01481164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006195966102341568,"score_gpt":0.2234424045214706,"score_spread":0.217246438419129,"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."}}