{"id":"W2245512459","doi":"10.31399/asm.fach.power.c9001676","title":"Failure of Inconel 600 Thin-Walled Tubes Due to Nitriding","year":2019,"lang":"en","type":"book-chapter","venue":"ASM International eBooks","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada)","funders":"","keywords":"Nitriding; Inconel; Materials science; Metallurgy; Embrittlement; Corrosion; Inconel 625; Insulator (electricity); Composite material; Layer (electronics)","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":["insufficient_payload"],"category_scores_codex":[0.0003060425,0.0003000799,0.0005035865,0.0001941788,0.00005843032,0.0001492306,0.0007121802,0.0002319526,0.006169944],"category_scores_gemma":[0.00005213993,0.0002552978,0.0001456592,0.000006529001,0.00008568111,0.00009286338,0.0004300852,0.0001635317,0.002807447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007857481,"about_ca_system_score_gemma":0.0001390978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001054751,"about_ca_topic_score_gemma":0.00003111522,"domain_scores_codex":[0.9983038,0.00002515707,0.0005326556,0.0003971299,0.0005499637,0.0001913228],"domain_scores_gemma":[0.9989995,0.0000764084,0.0002126855,0.0003421734,0.0002955041,0.00007371583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002081341,0.00001045437,0.000004044886,0.00009919372,0.0001008511,0.00002478426,0.0006368215,0.00002710492,0.7332044,0.2610696,0.00403475,0.0005797686],"study_design_scores_gemma":[0.0006170163,0.000227784,0.00003807645,0.001070941,0.00006262182,0.00006151875,0.00007967747,0.00003936962,0.4617258,0.029532,0.5057787,0.0007665154],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1613936,0.00005356718,0.00002323972,0.0004202352,0.002967977,0.0003828359,0.0002682975,0.00008098426,0.8344092],"genre_scores_gemma":[0.526655,0.000007811531,0.0009428071,0.0004244497,0.000551475,0.00001110268,0.00002786062,0.00008713706,0.4712924],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5017439,"threshold_uncertainty_score":0.9999899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0182969513822696,"score_gpt":0.2237701650285237,"score_spread":0.2054732136462541,"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."}}