{"id":"W2093174046","doi":"10.1007/s11223-015-9644-0","title":"Thermal Fatigue Resistance of Bionic Compacted Graphite Cast Iron Treated with the Twice Laser Process in Water","year":2015,"lang":"en","type":"article","venue":"Strength of Materials","topic":"Surface Treatment and Coatings","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"MD Precision (Canada)","funders":"","keywords":"Materials science; Austenite; Tearing; Cast iron; Graphite; Martensite; Composite material; Solid mechanics; Microstructure; Indentation hardness; Laser; Thermal; Metallurgy; Optics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001333215,0.0001430742,0.0002443703,0.00005562177,0.00001440081,0.0000127373,0.0001104234,0.00004200528,0.00005547629],"category_scores_gemma":[0.00000561962,0.00007544638,0.00001697391,0.0001462056,0.00006186681,0.00008107771,0.000009799928,0.00003508194,0.000003572043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001860604,"about_ca_system_score_gemma":0.00001118565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001438216,"about_ca_topic_score_gemma":0.0001951966,"domain_scores_codex":[0.9993097,0.00005130252,0.0002301409,0.00009621307,0.0001379057,0.0001747705],"domain_scores_gemma":[0.9996572,0.00002645405,0.00006536606,0.0001652946,0.0000572656,0.00002839873],"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":[0.0007179975,0.00009328627,0.008583502,0.0002763464,0.00008897769,0.000009023456,0.005545522,0.01077931,0.9737126,0.00001667057,0.0001213159,0.00005540847],"study_design_scores_gemma":[0.0009584385,0.00008478652,0.006863423,0.0001064454,0.00002618542,4.9217e-7,0.0006102254,0.00003156788,0.9911778,0.000009092009,0.00002981902,0.0001017416],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990557,0.00006574066,8.558887e-7,0.00004177693,0.00004047929,0.0001809675,0.00004003079,0.0000511954,0.0005232327],"genre_scores_gemma":[0.9998036,0.000005213891,0.00003995541,0.000002491779,0.00001173934,0.0000180421,0.00003825057,0.00002062477,0.0000600916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01746514,"threshold_uncertainty_score":0.3076614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01674658169863333,"score_gpt":0.2255224795719607,"score_spread":0.2087758978733274,"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."}}