{"id":"W3157418813","doi":"10.31399/asm.fach.power.c9001725","title":"Another Turbogenerator Failure","year":2019,"lang":"en","type":"book-chapter","venue":"ASM International eBooks","topic":"Mechanical Failure Analysis and Simulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brittleness; Forensic engineering; Engineering; Structural engineering; Fatigue testing; Materials science; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"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":[0.00006084535,0.0002656394,0.0002688385,0.0001498554,0.00002019687,0.00006120875,0.0002656161,0.000321127,0.004084307],"category_scores_gemma":[0.000006066141,0.0002536829,0.0002386669,0.000006756994,0.00001477547,0.00004115226,0.00004069124,0.000273498,0.001486391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008925967,"about_ca_system_score_gemma":0.00002390141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002512172,"about_ca_topic_score_gemma":0.00002640645,"domain_scores_codex":[0.9989439,0.000004727787,0.000317167,0.0002456174,0.0003623934,0.0001262476],"domain_scores_gemma":[0.9994657,0.00003498279,0.00007060695,0.0002799681,0.0001025757,0.00004615852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008404248,0.000004673705,0.000004582477,0.00003087789,0.0009541303,0.00001416886,0.00003636985,0.005161422,0.003954487,0.9418991,0.03726067,0.01067111],"study_design_scores_gemma":[0.0001556765,0.00001115483,0.00000196266,0.00005771438,0.00005160755,0.000002711164,0.000001199091,0.01740566,0.0009761791,0.008531913,0.9725083,0.0002960008],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008377618,0.00008108164,0.002604263,0.0001320473,0.0009065894,0.0001335229,0.00005215045,0.0001533074,0.9958532],"genre_scores_gemma":[0.1108091,0.00001388647,0.0004781632,0.0002867008,0.0007745904,0.000005925813,0.0001569761,0.0001111305,0.8873636],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9352475,"threshold_uncertainty_score":0.9999915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01020778006543678,"score_gpt":0.1963120799198733,"score_spread":0.1861042998544365,"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."}}