{"id":"W2087817148","doi":"10.1007/s11665-010-9658-5","title":"Energy Efficient Heat Treatment for Linerless Hypereutectic Al-Si Engine Blocks Made Using Vacuum HPDC Process","year":2010,"lang":"en","type":"article","venue":"Journal of Materials Engineering and Performance","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"Networks of Centres of Excellence of Canada; Natural Resources Canada; Shandong Academy of Sciences","keywords":"Materials science; Eutectic system; Metallurgy; Intermetallic; Dissolution; Homogeneity (statistics); Casting; Die casting; Aluminium; Alloy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001987053,0.0002917075,0.0004296576,0.0001672115,0.00007423733,0.00008692407,0.0001382961,0.0001162997,0.00001544337],"category_scores_gemma":[0.00001298647,0.0002248994,0.00005985156,0.00007795475,0.00002466921,0.0001426711,0.00001747179,0.0001579267,4.903423e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000719879,"about_ca_system_score_gemma":0.00003356189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006989675,"about_ca_topic_score_gemma":9.683594e-7,"domain_scores_codex":[0.9989491,0.000005998971,0.0004603529,0.000128898,0.0001325559,0.0003231352],"domain_scores_gemma":[0.9995412,0.00003249381,0.00007409302,0.0001370011,0.0001054515,0.0001097274],"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":[0.00005411659,0.00001539465,0.00002158631,0.0002425783,0.00005704032,0.000002363301,0.0001778974,0.3070667,0.6915707,0.000002594359,0.000007972596,0.0007810294],"study_design_scores_gemma":[0.0005198997,0.0002036327,0.0001642687,0.0001106374,0.00005199312,0.0005070805,0.0000106152,0.3309546,0.6662363,0.000001828139,0.001041554,0.0001975624],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931772,0.0007984273,0.003503147,0.00002582193,0.002282593,0.0001139883,0.00001887142,0.00007609914,0.000003826791],"genre_scores_gemma":[0.9950271,0.0002443322,0.003902846,0.00001366402,0.0007016255,0.00001449573,0.000002889213,0.0000689935,0.0000240326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02533437,"threshold_uncertainty_score":0.917113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00859350798647039,"score_gpt":0.2068496619500347,"score_spread":0.1982561539635643,"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."}}