{"id":"W2075549244","doi":"10.1115/imece2014-38373","title":"Direct Contact Heating for Hot Forming Die Quenching","year":2014,"lang":"en","type":"article","venue":"Volume 2A: Advanced Manufacturing","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science; Metallurgy; Coating; Decarburization; Blank; Quenching (fluorescence); Boron; Hot stamping; Austenite; Monolith; Die (integrated circuit); Ternary operation; Composite material; Microstructure","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"],"consensus_categories":[],"category_scores_codex":[0.0002080296,0.000339646,0.0004264468,0.0001141338,0.0002755739,0.00008425532,0.000238836,0.00009719145,0.00005046169],"category_scores_gemma":[0.000102083,0.0003174548,0.0001580672,0.00004717047,0.00001667665,0.0004992096,0.00006811984,0.0002596093,0.00002034928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001389853,"about_ca_system_score_gemma":0.000007346253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003646246,"about_ca_topic_score_gemma":0.00007625063,"domain_scores_codex":[0.9983876,0.00001621837,0.0003959383,0.0003704774,0.0001426359,0.0006871323],"domain_scores_gemma":[0.9992684,0.0001563656,0.00007333046,0.000328052,0.0000284887,0.0001454323],"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":[0.00009009211,0.00001270689,0.00002852332,0.0007780739,0.00009078412,0.000004966315,0.0005173191,0.06368949,0.4797527,0.0003879638,0.000402263,0.4542451],"study_design_scores_gemma":[0.0006988776,0.00009332344,0.0001146791,0.000187538,0.00002424499,0.000005215819,0.00005788,0.02175792,0.8360506,0.001309814,0.1392147,0.0004851438],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7957821,0.001161133,0.1873177,0.00005393491,0.0016354,0.0008588501,0.00002891878,0.001291896,0.01186999],"genre_scores_gemma":[0.9823985,0.00004651558,0.01601987,0.0001549062,0.0003542092,0.0001116201,0.00001576933,0.0001070005,0.0007916127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.45376,"threshold_uncertainty_score":0.9999278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007364896755862017,"score_gpt":0.2033911616921515,"score_spread":0.1960262649362895,"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."}}