{"id":"W3121842538","doi":"10.31399/asm.fach.auto.c9001543","title":"Analyzing Failures in Pistons of Racing Car Engines","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":"Piston (optics); Abrasive; Materials science; Metallurgy; Softening; Alloy; Composite material; Forensic engineering; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001265466,0.0002140052,0.0003884061,0.0004586873,0.0000114209,0.00002080645,0.0002229229,0.0002102874,0.0003566884],"category_scores_gemma":[0.00002285188,0.0002216495,0.0002160939,0.00001807343,0.00001757954,0.00004990269,0.00004296021,0.0002793263,0.00004962117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001051564,"about_ca_system_score_gemma":0.00002498966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004414314,"about_ca_topic_score_gemma":0.000149631,"domain_scores_codex":[0.9988847,0.000007150462,0.0005199114,0.0002022711,0.0002682518,0.0001176947],"domain_scores_gemma":[0.9994289,0.0001058811,0.0001181009,0.0002138507,0.00009909325,0.00003422586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001856279,0.000009200897,0.0001457981,0.0001637058,0.000831396,0.00001968566,0.0002049744,0.1395412,0.008900649,0.8380194,0.0004334632,0.01171204],"study_design_scores_gemma":[0.001675631,0.00008503954,0.0003211457,0.002290941,0.0004375875,0.0000119633,0.00004974072,0.4895348,0.009612154,0.0529596,0.4411465,0.001874898],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002896558,0.0002443191,0.005873456,0.00005649127,0.0006103205,0.0001713185,0.00004081835,0.00007878058,0.990028],"genre_scores_gemma":[0.8793331,0.00002601993,0.0004161869,0.0000121839,0.0001584361,0.000003456722,0.00007074514,0.00005017618,0.1199297],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8764365,"threshold_uncertainty_score":0.9038606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014245580699449,"score_gpt":0.220724775226193,"score_spread":0.2105823194191985,"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."}}