{"id":"W2466994864","doi":"10.5539/jmsr.v5n3p66","title":"Development of Electrically Assisted Rapid Heating for Metal Forming of Hot-Stamping Process","year":2016,"lang":"en","type":"article","venue":"Journal of Materials Science Research","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Clamping; Hot stamping; Electrode; Electric heating; Composite material; Heating element; Current (fluid); Electric current; Induction heating; Joule heating; Stamping; Contact resistance; Metallurgy; Mechanical engineering; Electrical engineering; Electromagnetic coil","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006218948,0.00008062611,0.0003264747,0.0003594676,0.0001299898,0.00004136299,0.0005056412,0.00004514986,0.00004307512],"category_scores_gemma":[0.001010284,0.00004608256,0.00004815188,0.0003921916,0.0001629789,0.0004203424,0.00006696766,0.00008924046,7.543304e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001298444,"about_ca_system_score_gemma":0.0005195024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001354018,"about_ca_topic_score_gemma":6.547532e-7,"domain_scores_codex":[0.9977959,0.0000363556,0.000801373,0.0001079387,0.0008241202,0.0004342663],"domain_scores_gemma":[0.998342,0.0001686078,0.0002094526,0.00009966896,0.001078216,0.0001020349],"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":[0.0001133129,0.00001282287,0.000001909446,0.0002959113,0.00001648864,6.90241e-7,0.0002963303,0.00001914619,0.9564419,0.00006555644,0.000009697606,0.04272628],"study_design_scores_gemma":[0.0003253506,0.0002252928,0.00008520264,0.0004257301,0.000004806681,0.00001992409,0.000168305,0.00005688282,0.9981741,0.0002673428,0.0001846072,0.0000624668],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915741,0.0001692463,0.007771092,0.00003481096,0.0001729269,0.0001807026,0.000004544298,0.000006513214,0.00008607494],"genre_scores_gemma":[0.9779179,0.00004130959,0.02194725,0.000002462917,0.00006288061,0.000005246606,1.354718e-7,0.00001102585,0.00001182121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04266381,"threshold_uncertainty_score":0.2155376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08285283216477463,"score_gpt":0.3556367417427643,"score_spread":0.2727839095779897,"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."}}